Data Analysis
Fifa analysis
library("ggplot2","gridExtra")
fifa <- read.csv("Fifa_attribute.csv")Cleaning and EDA
summary(fifa)## sofifa_id short_name long_name overall
## Min. : 41 Length:19239 Length:19239 Min. :47.00
## 1st Qu.:214414 Class :character Class :character 1st Qu.:61.00
## Median :236543 Mode :character Mode :character Median :66.00
## Mean :231468 Mean :65.77
## 3rd Qu.:253532 3rd Qu.:70.00
## Max. :264640 Max. :93.00
##
## potential value_eur wage_eur age
## Min. :49.00 Min. :9.00e+03 Min. : 500 Min. :16.00
## 1st Qu.:67.00 1st Qu.:4.75e+05 1st Qu.: 1000 1st Qu.:21.00
## Median :71.00 Median :9.75e+05 Median : 3000 Median :25.00
## Mean :71.08 Mean :2.85e+06 Mean : 9018 Mean :25.21
## 3rd Qu.:75.00 3rd Qu.:2.00e+06 3rd Qu.: 8000 3rd Qu.:29.00
## Max. :95.00 Max. :1.94e+08 Max. :350000 Max. :54.00
## NA's :74 NA's :61
## height_cm weight_kg club_name league_name
## Min. :155.0 Min. : 49.00 Length:19239 Length:19239
## 1st Qu.:176.0 1st Qu.: 70.00 Class :character Class :character
## Median :181.0 Median : 75.00 Mode :character Mode :character
## Mean :181.3 Mean : 74.94
## 3rd Qu.:186.0 3rd Qu.: 80.00
## Max. :206.0 Max. :110.00
##
## league_level club_position club_jersey_number club_loaned_from
## Min. :1.000 Length:19239 Min. : 1.00 Length:19239
## 1st Qu.:1.000 Class :character 1st Qu.: 9.00 Class :character
## Median :1.000 Mode :character Median :18.00 Mode :character
## Mean :1.354 Mean :20.95
## 3rd Qu.:1.000 3rd Qu.:27.00
## Max. :5.000 Max. :99.00
## NA's :61 NA's :61
## club_contract_valid_until nationality_name nation_position
## Min. :2021 Length:19239 Length:19239
## 1st Qu.:2022 Class :character Class :character
## Median :2022 Mode :character Mode :character
## Mean :2023
## 3rd Qu.:2024
## Max. :2031
## NA's :61
## nation_jersey_number preferred_foot weak_foot skill_moves
## Min. : 1.00 Length:19239 Min. :1.000 Min. :1.000
## 1st Qu.: 7.00 Class :character 1st Qu.:3.000 1st Qu.:2.000
## Median :12.00 Mode :character Median :3.000 Median :2.000
## Mean :12.57 Mean :2.946 Mean :2.352
## 3rd Qu.:19.00 3rd Qu.:3.000 3rd Qu.:3.000
## Max. :28.00 Max. :5.000 Max. :5.000
## NA's :18480
## international_reputation work_rate body_type
## Min. :1.000 Length:19239 Length:19239
## 1st Qu.:1.000 Class :character Class :character
## Median :1.000 Mode :character Mode :character
## Mean :1.094
## 3rd Qu.:1.000
## Max. :5.000
##
## real_face release_clause_eur pace shooting
## Length:19239 Min. : 16000 Min. :28.00 Min. :18.00
## Class :character 1st Qu.: 806000 1st Qu.:62.00 1st Qu.:42.00
## Mode :character Median : 1600000 Median :69.00 Median :54.00
## Mean : 5374044 Mean :68.21 Mean :52.35
## 3rd Qu.: 3700000 3rd Qu.:76.00 3rd Qu.:63.00
## Max. :373500000 Max. :97.00 Max. :94.00
## NA's :1176 NA's :2132 NA's :2132
## passing dribbling defending physic
## Min. :25.00 Min. :27.00 Min. :14.0 Min. :29.00
## 1st Qu.:51.00 1st Qu.:57.00 1st Qu.:37.0 1st Qu.:59.00
## Median :58.00 Median :64.00 Median :56.0 Median :66.00
## Mean :57.31 Mean :62.56 Mean :51.7 Mean :64.82
## 3rd Qu.:64.00 3rd Qu.:69.00 3rd Qu.:64.0 3rd Qu.:72.00
## Max. :93.00 Max. :95.00 Max. :91.0 Max. :90.00
## NA's :2132 NA's :2132 NA's :2132 NA's :2132
## attacking_crossing attacking_finishing attacking_heading_accuracy
## Min. : 6.00 Min. : 2.00 Min. : 5.00
## 1st Qu.:38.00 1st Qu.:30.00 1st Qu.:44.00
## Median :54.00 Median :50.00 Median :55.00
## Mean :49.58 Mean :45.89 Mean :51.78
## 3rd Qu.:63.00 3rd Qu.:62.00 3rd Qu.:64.00
## Max. :94.00 Max. :95.00 Max. :93.00
##
## attacking_short_passing attacking_volleys skill_dribbling skill_curve
## Min. : 7.00 Min. : 3.00 Min. : 4.00 Min. : 6.00
## 1st Qu.:54.00 1st Qu.:30.00 1st Qu.:50.00 1st Qu.:35.00
## Median :62.00 Median :43.00 Median :61.00 Median :49.00
## Mean :58.87 Mean :42.46 Mean :55.66 Mean :47.27
## 3rd Qu.:68.00 3rd Qu.:56.00 3rd Qu.:68.00 3rd Qu.:61.00
## Max. :94.00 Max. :90.00 Max. :96.00 Max. :94.00
##
## skill_fk_accuracy skill_long_passing skill_ball_control movement_acceleration
## Min. : 4.00 Min. : 9.00 Min. : 8.00 Min. :14.00
## 1st Qu.:31.00 1st Qu.:44.00 1st Qu.:55.00 1st Qu.:57.00
## Median :41.00 Median :56.00 Median :63.00 Median :67.00
## Mean :42.25 Mean :53.07 Mean :58.47 Mean :64.65
## 3rd Qu.:55.00 3rd Qu.:64.00 3rd Qu.:69.00 3rd Qu.:75.00
## Max. :94.00 Max. :93.00 Max. :96.00 Max. :97.00
##
## movement_sprint_speed movement_agility movement_reactions movement_balance
## Min. :15.00 Min. :18.0 Min. :25.00 Min. :15.00
## 1st Qu.:58.00 1st Qu.:55.0 1st Qu.:56.00 1st Qu.:56.00
## Median :68.00 Median :66.0 Median :62.00 Median :66.00
## Mean :64.71 Mean :63.5 Mean :61.45 Mean :64.07
## 3rd Qu.:75.00 3rd Qu.:74.0 3rd Qu.:67.00 3rd Qu.:74.00
## Max. :97.00 Max. :96.0 Max. :94.00 Max. :96.00
##
## power_shot_power power_jumping power_stamina power_strength
## Min. :20.00 Min. :22.00 Min. :12.00 Min. :19.00
## 1st Qu.:48.00 1st Qu.:57.00 1st Qu.:56.00 1st Qu.:57.00
## Median :59.00 Median :65.00 Median :66.00 Median :66.00
## Mean :57.78 Mean :64.81 Mean :63.08 Mean :65.01
## 3rd Qu.:68.00 3rd Qu.:73.00 3rd Qu.:74.00 3rd Qu.:74.00
## Max. :95.00 Max. :95.00 Max. :97.00 Max. :97.00
##
## power_long_shots mentality_aggression mentality_interceptions
## Min. : 4.00 Min. :10.00 Min. : 3.00
## 1st Qu.:32.00 1st Qu.:44.00 1st Qu.:26.00
## Median :51.00 Median :58.00 Median :53.00
## Mean :46.64 Mean :55.54 Mean :46.61
## 3rd Qu.:62.00 3rd Qu.:68.00 3rd Qu.:64.00
## Max. :94.00 Max. :95.00 Max. :91.00
##
## mentality_positioning mentality_vision mentality_penalties mentality_composure
## Min. : 2.00 Min. :10.00 Min. : 7.00 Min. :12.00
## 1st Qu.:40.00 1st Qu.:45.00 1st Qu.:38.00 1st Qu.:50.00
## Median :56.00 Median :55.00 Median :49.00 Median :59.00
## Mean :50.33 Mean :53.96 Mean :47.86 Mean :57.93
## 3rd Qu.:64.00 3rd Qu.:64.00 3rd Qu.:60.00 3rd Qu.:66.00
## Max. :96.00 Max. :95.00 Max. :93.00 Max. :96.00
##
## defending_marking_awareness defending_standing_tackle defending_sliding_tackle
## Min. : 4.0 Min. : 5.00 Min. : 5.00
## 1st Qu.:29.0 1st Qu.:28.00 1st Qu.:25.00
## Median :52.0 Median :56.00 Median :53.00
## Mean :46.6 Mean :48.05 Mean :45.91
## 3rd Qu.:63.0 3rd Qu.:65.00 3rd Qu.:63.00
## Max. :93.0 Max. :93.00 Max. :92.00
##
## goalkeeping_diving goalkeeping_handling goalkeeping_kicking
## Min. : 2.00 Min. : 2.00 Min. : 2.00
## 1st Qu.: 8.00 1st Qu.: 8.00 1st Qu.: 8.00
## Median :11.00 Median :11.00 Median :11.00
## Mean :16.41 Mean :16.19 Mean :16.06
## 3rd Qu.:14.00 3rd Qu.:14.00 3rd Qu.:14.00
## Max. :91.00 Max. :92.00 Max. :93.00
##
## goalkeeping_positioning goalkeeping_reflexes goalkeeping_speed
## Min. : 2.00 Min. : 2.00 Min. :15.00
## 1st Qu.: 8.00 1st Qu.: 8.00 1st Qu.:27.00
## Median :11.00 Median :11.00 Median :36.00
## Mean :16.23 Mean :16.49 Mean :36.44
## 3rd Qu.:14.00 3rd Qu.:14.00 3rd Qu.:45.00
## Max. :92.00 Max. :90.00 Max. :65.00
## NA's :17107str(fifa)## 'data.frame': 19239 obs. of 69 variables:
## $ sofifa_id : int 158023 188545 20801 190871 192985 200389 231747 167495 192448 202126 ...
## $ short_name : chr "L. Messi" "R. Lewandowski" "Cristiano Ronaldo" "Neymar Jr" ...
## $ long_name : chr "Lionel Andrés Messi Cuccittini" "Robert Lewandowski" "Cristiano Ronaldo dos Santos Aveiro" "Neymar da Silva Santos Júnior" ...
## $ overall : int 93 92 91 91 91 91 91 90 90 90 ...
## $ potential : int 93 92 91 91 91 93 95 90 92 90 ...
## $ value_eur : int 78000000 119500000 45000000 129000000 125500000 112000000 194000000 13500000 99000000 129500000 ...
## $ wage_eur : int 320000 270000 270000 270000 350000 130000 230000 86000 250000 240000 ...
## $ age : int 34 32 36 29 30 28 22 35 29 27 ...
## $ height_cm : int 170 185 187 175 181 188 182 193 187 188 ...
## $ weight_kg : int 72 81 83 68 70 87 73 93 85 89 ...
## $ club_name : chr "Paris Saint-Germain" "FC Bayern München" "Manchester United" "Paris Saint-Germain" ...
## $ league_name : chr "French Ligue 1" "German 1. Bundesliga" "English Premier League" "French Ligue 1" ...
## $ league_level : int 1 1 1 1 1 1 1 1 1 1 ...
## $ club_position : chr "RW" "ST" "ST" "LW" ...
## $ club_jersey_number : int 30 9 7 10 17 13 7 1 1 10 ...
## $ club_loaned_from : chr "" "" "" "" ...
## $ club_contract_valid_until : int 2023 2023 2023 2025 2025 2023 2022 2023 2025 2024 ...
## $ nationality_name : chr "Argentina" "Poland" "Portugal" "Brazil" ...
## $ nation_position : chr "RW" "RS" "ST" "" ...
## $ nation_jersey_number : int 10 9 7 NA 7 NA 10 1 NA 9 ...
## $ preferred_foot : chr "Left" "Right" "Right" "Right" ...
## $ weak_foot : int 4 4 4 5 5 3 4 4 4 5 ...
## $ skill_moves : int 4 4 5 5 4 1 5 1 1 3 ...
## $ international_reputation : int 5 5 5 5 4 5 4 5 4 4 ...
## $ work_rate : chr "Medium/Low" "High/Medium" "High/Low" "High/Medium" ...
## $ body_type : chr "Unique" "Unique" "Unique" "Unique" ...
## $ real_face : chr "Yes" "Yes" "Yes" "Yes" ...
## $ release_clause_eur : int 144300000 197200000 83300000 238700000 232200000 238000000 373500000 22300000 210400000 246100000 ...
## $ pace : int 85 78 87 91 76 NA 97 NA NA 70 ...
## $ shooting : int 92 92 94 83 86 NA 88 NA NA 91 ...
## $ passing : int 91 79 80 86 93 NA 80 NA NA 83 ...
## $ dribbling : int 95 86 88 94 88 NA 92 NA NA 83 ...
## $ defending : int 34 44 34 37 64 NA 36 NA NA 47 ...
## $ physic : int 65 82 75 63 78 NA 77 NA NA 83 ...
## $ attacking_crossing : int 85 71 87 85 94 13 78 15 18 80 ...
## $ attacking_finishing : int 95 95 95 83 82 11 93 13 14 94 ...
## $ attacking_heading_accuracy : int 70 90 90 63 55 15 72 25 11 86 ...
## $ attacking_short_passing : int 91 85 80 86 94 43 85 60 61 85 ...
## $ attacking_volleys : int 88 89 86 86 82 13 83 11 14 88 ...
## $ skill_dribbling : int 96 85 88 95 88 12 93 30 21 83 ...
## $ skill_curve : int 93 79 81 88 85 13 80 14 18 83 ...
## $ skill_fk_accuracy : int 94 85 84 87 83 14 69 11 12 65 ...
## $ skill_long_passing : int 91 70 77 81 93 40 71 68 63 86 ...
## $ skill_ball_control : int 96 88 88 95 91 30 91 46 30 85 ...
## $ movement_acceleration : int 91 77 85 93 76 43 97 54 38 65 ...
## $ movement_sprint_speed : int 80 79 88 89 76 60 97 60 50 74 ...
## $ movement_agility : int 91 77 86 96 79 67 92 51 39 71 ...
## $ movement_reactions : int 94 93 94 89 91 88 93 87 86 92 ...
## $ movement_balance : int 95 82 74 84 78 49 83 35 43 70 ...
## $ power_shot_power : int 86 90 94 80 91 59 86 68 66 91 ...
## $ power_jumping : int 68 85 95 64 63 78 78 77 79 79 ...
## $ power_stamina : int 72 76 77 81 89 41 88 43 35 83 ...
## $ power_strength : int 69 86 77 53 74 78 77 80 78 85 ...
## $ power_long_shots : int 94 87 93 81 91 12 82 16 10 86 ...
## $ mentality_aggression : int 44 81 63 63 76 34 62 29 43 80 ...
## $ mentality_interceptions : int 40 49 29 37 66 19 38 30 22 44 ...
## $ mentality_positioning : int 93 95 95 86 88 11 92 12 11 94 ...
## $ mentality_vision : int 95 81 76 90 94 65 82 70 70 87 ...
## $ mentality_penalties : int 75 90 88 93 83 11 79 47 25 91 ...
## $ mentality_composure : int 96 88 95 93 89 68 88 70 70 91 ...
## $ defending_marking_awareness: int 20 35 24 35 68 27 26 17 25 50 ...
## $ defending_standing_tackle : int 35 42 32 32 65 12 34 10 13 36 ...
## $ defending_sliding_tackle : int 24 19 24 29 53 18 32 11 10 38 ...
## $ goalkeeping_diving : int 6 15 7 9 15 87 13 88 88 8 ...
## $ goalkeeping_handling : int 11 6 11 9 13 92 5 88 85 10 ...
## $ goalkeeping_kicking : int 15 12 15 15 5 78 7 91 88 11 ...
## $ goalkeeping_positioning : int 14 8 14 15 10 90 11 89 88 14 ...
## $ goalkeeping_reflexes : int 8 10 11 11 13 90 6 88 90 11 ...
## $ goalkeeping_speed : int NA NA NA NA NA 50 NA 56 43 NA ...fifa$club_position <- as.factor(fifa$club_position)
fifa$club_name <- as.factor(fifa$club_name)
fifa$league_name <- as.factor(fifa$league_name)
fifa$league_level <- as.factor(fifa$league_level)
fifa$club_jersey_number <- as.factor(fifa$club_jersey_number)
fifa$club_loaned_from <- as.factor(fifa$club_loaned_from)
fifa$nationality_name <- as.factor(fifa$nationality_name)
fifa$nation_position <- as.factor(fifa$nation_position)
fifa$nation_jersey_number <- as.factor(fifa$nation_jersey_number)
fifa$preferred_foot <- as.factor(fifa$preferred_foot)
fifa$weak_foot <- as.factor(fifa$weak_foot)
fifa$skill_moves <- as.factor(fifa$skill_moves)
fifa$international_reputation <- as.factor(fifa$international_reputation)
fifa$work_rate <- as.factor(fifa$work_rate)
fifa$body_type <- as.factor(fifa$body_type)
fifa$real_face <- as.factor(fifa$real_face)
fifa$club_contract_valid_until <- as.factor(fifa$club_contract_valid_until)fifa$release_clause <- cut(fifa$release_clause_eur,breaks=c(0,500000,1000000,1500000,2000000,2500000,3000000,3500000,4000000,4500000,5000000,10000000,20000000,30000000,40000000,50000000,100000000,200000000,300000000,400000000), labels=c("0-500k","500k-1M","1M-1.5M","1.5M-2M","2M-2.5M","2.5M-3M","3M-3.5M","3.5M-4M","4M-4.5M","4.5M-5M","5M-10M","10M-20M","20M-30M","30M-40M","40M-50M","50M-100M","100M-200M","200M-300M","300M-400M"))
fifa$release_threshold <- cut(fifa$release_clause_eur,breaks=c(0,1600000,400000000), labels=c("0","1"))histograms for the numerical variables:
ggplot(fifa,aes(x=overall))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("overall")
ggplot(fifa,aes(x=potential))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("potential")
ggplot(fifa,aes(x=value_eur))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("value_eur")## Warning: Removed 74 rows containing non-finite values (stat_bin).
ggplot(fifa,aes(x=wage_eur))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("wage_eur")## Warning: Removed 61 rows containing non-finite values (stat_bin).
ggplot(fifa,aes(x=age))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("age")
ggplot(fifa,aes(x=height_cm))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("height_cm")
ggplot(fifa,aes(x=weight_kg))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("weight_kg")
ggplot(fifa,aes(x=pace))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("pace")## Warning: Removed 2132 rows containing non-finite values (stat_bin).
ggplot(fifa,aes(x=shooting))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("shooting")## Warning: Removed 2132 rows containing non-finite values (stat_bin).
ggplot(fifa,aes(x=passing))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("passing")## Warning: Removed 2132 rows containing non-finite values (stat_bin).
ggplot(fifa,aes(x=dribbling))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("dribbling")## Warning: Removed 2132 rows containing non-finite values (stat_bin).
ggplot(fifa,aes(x=defending))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("defending")## Warning: Removed 2132 rows containing non-finite values (stat_bin).
ggplot(fifa,aes(x=physic))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("physic")## Warning: Removed 2132 rows containing non-finite values (stat_bin).
ggplot(fifa,aes(x=attacking_crossing))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("attacking_crossing")
ggplot(fifa,aes(x=attacking_finishing))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("attacking_finishing")
ggplot(fifa,aes(x=attacking_heading_accuracy))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("attacking_heading_accuracy")
ggplot(fifa,aes(x=attacking_short_passing))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("attacking_short_passing")
ggplot(fifa,aes(x=attacking_volleys))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("attacking_volleys")
ggplot(fifa,aes(x=skill_dribbling))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("skill_dribbling")
ggplot(fifa,aes(x=skill_curve))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("skill_curve")
ggplot(fifa,aes(x=skill_fk_accuracy))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("skill_fk_accuracy")
ggplot(fifa,aes(x=skill_long_passing))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("skill_long_passing")
ggplot(fifa,aes(x=skill_ball_control))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("skill_ball_control")
ggplot(fifa,aes(x=movement_acceleration))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("movement_acceleration")
ggplot(fifa,aes(x=movement_sprint_speed))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("movement_sprint_speed")
ggplot(fifa,aes(x=movement_agility))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("movement_agility")
ggplot(fifa,aes(x=movement_reactions))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("movement_reactions")
ggplot(fifa,aes(x=movement_balance))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("movement_balance")
ggplot(fifa,aes(x=power_shot_power))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("power_shot_power")
ggplot(fifa,aes(x=power_jumping))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("power_jumping")
ggplot(fifa,aes(x=power_stamina))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("power_stamina")
ggplot(fifa,aes(x=power_strength))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("power_strength")
ggplot(fifa,aes(x=power_long_shots))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("power_long_shots")
ggplot(fifa,aes(x=mentality_aggression))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_aggression")
ggplot(fifa,aes(x=mentality_interceptions))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_interceptions")
ggplot(fifa,aes(x=mentality_positioning))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_positioning")
ggplot(fifa,aes(x=mentality_vision))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_vision")
ggplot(fifa,aes(x=mentality_penalties))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_penalties")
ggplot(fifa,aes(x=mentality_composure))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_composure")
ggplot(fifa,aes(x=defending_marking_awareness))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("defending_marking_awareness")
ggplot(fifa,aes(x=defending_standing_tackle))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("defending_standing_tackle")
ggplot(fifa,aes(x=defending_sliding_tackle))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("defending_sliding_tackle")
ggplot(fifa,aes(x=goalkeeping_diving))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_diving")
ggplot(fifa,aes(x=goalkeeping_handling))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_handling")
ggplot(fifa,aes(x=goalkeeping_kicking))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_kicking")
ggplot(fifa,aes(x=goalkeeping_positioning))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_positioning")
ggplot(fifa,aes(x=goalkeeping_reflexes))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_reflexes")
ggplot(fifa,aes(x=goalkeeping_speed))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_speed")## Warning: Removed 17107 rows containing non-finite values (stat_bin).
bar chart for the categorical variables:
ggplot(fifa,aes(x=release_clause,y=frequency(release_clause)))+geom_bar(stat="identity")+labs(title="release_clause",x="release_clause",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=club_position,y=frequency(club_position)))+geom_bar(stat="identity")+labs(title="club_position",x="club_position",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=league_name,y=frequency(league_name)))+geom_bar(stat="identity")+labs(title="league_name",x="league_name",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=league_level,y=frequency(league_level)))+geom_bar(stat="identity")+labs(title="league_level",x="league_level",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=nation_position,y=frequency(nation_position)))+geom_bar(stat="identity")+labs(title="nation_position",x="nation_position",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=preferred_foot,y=frequency(preferred_foot)))+geom_bar(stat="identity")+labs(title="preferred_foot",x="preferred_foot",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=weak_foot,y=frequency(weak_foot)))+geom_bar(stat="identity")+labs(title="weak_foot",x="weak_foot",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=skill_moves,y=frequency(skill_moves)))+geom_bar(stat="identity")+labs(title="skill_moves",x="skill_moves",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=international_reputation,y=frequency(international_reputation)))+geom_bar(stat="identity")+labs(title="international_reputation",x="international_reputation",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=work_rate,y=frequency(work_rate)))+geom_bar(stat="identity")+labs(title="work_rate",x="work_rate",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=body_type,y=frequency(body_type)))+geom_bar(stat="identity")+labs(title="body_type",x="body_type",y="frequency")+theme(axis.text.x = element_text(angle = 90))
ggplot(fifa,aes(x=club_contract_valid_until,y=frequency(club_contract_valid_until)))+geom_bar(stat="identity")+labs(title="club_contract_valid_until",x="club_contract_valid_until",y="frequency")+theme(axis.text.x = element_text(angle = 90))
box plots for transfer value against numerical/continuous variables:
ggplot(fifa, aes(x=overall,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs overall")+ theme_classic() 
ggplot(fifa, aes(x=potential,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs potential")+ theme_classic() 
ggplot(fifa, aes(x=value_eur,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs value_eur")+ theme_classic() ## Warning: Removed 74 rows containing non-finite values (stat_boxplot).
ggplot(fifa, aes(x=wage_eur,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs wage_eur")+ theme_classic() ## Warning: Removed 61 rows containing non-finite values (stat_boxplot).
ggplot(fifa, aes(x=age,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs age")+ theme_classic() 
ggplot(fifa, aes(x=height_cm,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs height_cm")+ theme_classic() 
ggplot(fifa, aes(x=weight_kg,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs weight_kg")+ theme_classic() 
ggplot(fifa, aes(x=pace,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs pace")+ theme_classic() ## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).
ggplot(fifa, aes(x=shooting,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs shooting")+ theme_classic() ## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).
ggplot(fifa, aes(x=passing,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs passing")+ theme_classic() ## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).
ggplot(fifa, aes(x=dribbling,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs dribbling")+ theme_classic() ## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).
ggplot(fifa, aes(x=defending,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs defending")+ theme_classic() ## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).
ggplot(fifa, aes(x=physic,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs physic")+ theme_classic() ## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).
ggplot(fifa, aes(x=attacking_crossing,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs attacking_crossing")+ theme_classic() 
ggplot(fifa, aes(x=attacking_finishing,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs attacking_finishing")+ theme_classic() 
ggplot(fifa, aes(x=attacking_heading_accuracy,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs attacking_heading_accuracy")+ theme_classic() 
ggplot(fifa, aes(x=attacking_short_passing,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs attacking_short_passing")+ theme_classic() 
ggplot(fifa, aes(x=attacking_volleys,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs attacking_volleys")+ theme_classic() 
ggplot(fifa, aes(x=skill_dribbling,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs skill_dribbling")+ theme_classic() 
ggplot(fifa, aes(x=skill_curve,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs skill_curve")+ theme_classic() 
ggplot(fifa, aes(x=skill_fk_accuracy,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs skill_fk_accuracy")+ theme_classic() 
ggplot(fifa, aes(x=skill_long_passing,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs skill_long_passing")+ theme_classic() 
ggplot(fifa, aes(x=skill_ball_control,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs skill_ball_control")+ theme_classic() 
ggplot(fifa, aes(x=movement_acceleration,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs movement_acceleration")+ theme_classic() 
ggplot(fifa, aes(x=movement_sprint_speed,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs movement_sprint_speed")+ theme_classic() 
ggplot(fifa, aes(x=movement_agility,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs movement_agility")+ theme_classic() 
ggplot(fifa, aes(x=movement_reactions,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs movement_reactions")+ theme_classic() 
ggplot(fifa, aes(x=movement_balance,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs movement_balance")+ theme_classic() 
ggplot(fifa, aes(x=power_shot_power,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs power_shot_power")+ theme_classic() 
ggplot(fifa, aes(x=power_jumping,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs power_jumping")+ theme_classic() 
ggplot(fifa, aes(x=power_stamina,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs power_stamina")+ theme_classic() 
ggplot(fifa, aes(x=power_strength,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs power_strength")+ theme_classic() 
ggplot(fifa, aes(x=power_long_shots,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs power_long_shots")+ theme_classic() 
ggplot(fifa, aes(x=mentality_aggression,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_aggression")+ theme_classic() 
ggplot(fifa, aes(x=mentality_interceptions,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_interceptions")+ theme_classic() 
ggplot(fifa, aes(x=mentality_positioning,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_positioning")+ theme_classic() 
ggplot(fifa, aes(x=mentality_vision,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_vision")+ theme_classic() 
ggplot(fifa, aes(x=mentality_penalties,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_penalties")+ theme_classic() 
ggplot(fifa, aes(x=mentality_composure,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_composure")+ theme_classic()
ggplot(fifa, aes(x=defending_marking_awareness,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs defending_marking_awareness")+ theme_classic()
ggplot(fifa, aes(x=defending_standing_tackle,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs defending_standing_tackle")+ theme_classic()
ggplot(fifa, aes(x=goalkeeping_diving,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_diving")+ theme_classic()
ggplot(fifa, aes(x=goalkeeping_handling,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_handling")+ theme_classic()
ggplot(fifa, aes(x=goalkeeping_kicking,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_kicking")+ theme_classic()
ggplot(fifa, aes(x=goalkeeping_positioning,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_positioning")+ theme_classic()
ggplot(fifa, aes(x=goalkeeping_reflexes,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_reflexes")+ theme_classic()
ggplot(fifa, aes(x=goalkeeping_speed,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_speed")+ theme_classic()## Warning: Removed 17107 rows containing non-finite values (stat_boxplot).
mosaic plots for transfer value against other categorical variables:
g1 <- mosaicplot(fifa$release_clause~fifa$club_position, main ="Mosaic Plot of release clause against club_position",ylab="club_position", xlab="release_clause")
g2 <- mosaicplot(fifa$release_clause~fifa$league_name, main ="Mosaic Plot of release clause against league_name",ylab="league_name", xlab="release_clause")
g3 <- mosaicplot(fifa$release_clause~fifa$league_level, main ="Mosaic Plot of release clause against league_level",ylab="league_level", xlab="release_clause")
g4 <- mosaicplot(fifa$release_clause~fifa$nation_position, main ="Mosaic Plot of release clause against nation_position",ylab="nation_position", xlab="release_clause")
g5 <- mosaicplot(fifa$release_clause~fifa$preferred_foot, main ="Mosaic Plot of release clause against preferred_foot",ylab="preferred_foot", xlab="release_clause")
g6 <- mosaicplot(fifa$release_clause~fifa$weak_foot, main ="Mosaic Plot of release clause against weak_foot",ylab="weak_foot", xlab="release_clause")
g7 <- mosaicplot(fifa$release_clause~fifa$skill_moves, main ="Mosaic Plot of release clause against skill_moves",ylab="skill_moves", xlab="release_clause")
g8 <- mosaicplot(fifa$release_clause~fifa$international_reputation, main ="Mosaic Plot of release clause against international_reputation",ylab="international_reputation", xlab="release_clause")
g9 <- mosaicplot(fifa$release_clause~fifa$work_rate, main ="Mosaic Plot of release clause against work_rate",ylab="work_rate", xlab="release_clause")
g10 <- mosaicplot(fifa$release_clause~fifa$body_type, main ="Mosaic Plot of release clause against work_rate",ylab="body_type", xlab="release_clause")
g11 <- mosaicplot(fifa$release_clause~fifa$club_contract_valid_until, main ="Mosaic Plot of release clause against club_contract_valid_until",ylab="club_contract_valid_until", xlab="release_clause")
General principal component analysis
cleanfifa <- fifa[,-c(1,2,3,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,69,70,71)]
transfer_variables <- na.omit(cleanfifa)pc_fifa_variables <- prcomp(transfer_variables, center = T, scale. = T)
pc_fifa_variables## Standard deviations (1, .., p=48):
## [1] 3.96781850 3.04833465 2.06372691 1.64385797 1.43335684 1.12342161
## [7] 1.03522514 0.97791438 0.97227513 0.96935605 0.96645020 0.93426275
## [13] 0.83040579 0.79729944 0.72352574 0.65925900 0.64262684 0.63779007
## [19] 0.58543851 0.54466498 0.52942030 0.49760974 0.48800255 0.48283510
## [25] 0.47661729 0.45467851 0.44889859 0.43789276 0.41944243 0.40091238
## [31] 0.38209724 0.37526361 0.34968666 0.34253308 0.32995114 0.31431103
## [37] 0.31032098 0.28391075 0.26488937 0.20855130 0.17041348 0.06619925
## [43] 0.02530631 0.02496800 0.02321210 0.02126327 0.01751431 0.01563245
##
## Rotation (n x k) = (48 x 48):
## PC1 PC2 PC3
## overall -0.188320364 0.173103919 -0.0206178616
## potential -0.127220901 0.076719949 0.0664827551
## value_eur -0.126019251 0.091071218 0.0233124439
## wage_eur -0.130420284 0.106983815 0.0012483631
## age -0.077994217 0.135329467 -0.1291373437
## height_cm 0.072420959 0.154465542 -0.2780453769
## weight_kg 0.042006306 0.163138750 -0.2900997940
## release_clause_eur -0.124299247 0.089477948 0.0253300857
## pace -0.111153395 -0.142994121 0.1925297365
## shooting -0.217659434 -0.081547896 -0.1712016984
## passing -0.227491108 0.065638421 0.0792379701
## dribbling -0.238216152 -0.030416327 0.0565980198
## defending 0.020526405 0.289885042 0.1951241361
## physic -0.034704480 0.261805335 -0.1364473282
## attacking_crossing -0.188816580 0.006548667 0.1487126919
## attacking_finishing -0.198681556 -0.116673923 -0.1755989271
## attacking_heading_accuracy -0.022525364 0.202307299 -0.2336904550
## attacking_short_passing -0.196960177 0.127882228 0.0500367196
## attacking_volleys -0.198493729 -0.076019367 -0.1702337029
## skill_dribbling -0.225384777 -0.055732508 0.0368357044
## skill_curve -0.211739737 -0.024807878 0.0139926459
## skill_fk_accuracy -0.186884964 -0.007236636 -0.0033800341
## skill_long_passing -0.162347365 0.144848730 0.1123525551
## skill_ball_control -0.227742140 0.034547579 0.0005103613
## movement_acceleration -0.115329470 -0.151928006 0.2087218637
## movement_sprint_speed -0.100947490 -0.126881022 0.1674543628
## movement_agility -0.161805410 -0.127270069 0.1941067574
## movement_reactions -0.173926518 0.168630773 -0.0372371122
## movement_balance -0.117333619 -0.134882889 0.2625012887
## power_shot_power -0.200255254 0.003012083 -0.1664733210
## power_jumping -0.007087095 0.130128145 -0.0340573761
## power_stamina -0.103894583 0.134886884 0.0889737959
## power_strength 0.010336434 0.220663140 -0.2525309238
## power_long_shots -0.214118264 -0.046596049 -0.1199631135
## mentality_aggression -0.038918430 0.255537389 0.0122161591
## mentality_interceptions 0.012537842 0.277433180 0.2026793106
## mentality_positioning -0.211851843 -0.079971288 -0.0785358282
## mentality_vision -0.219205857 -0.003622828 0.0086158105
## mentality_penalties -0.173890464 -0.065917787 -0.2004408706
## mentality_composure -0.189771733 0.130135518 -0.0594716918
## defending_marking_awareness 0.017399969 0.276902158 0.1986793057
## defending_standing_tackle 0.027855995 0.271997013 0.2209489430
## defending_sliding_tackle 0.037071142 0.264699298 0.2319967486
## goalkeeping_diving -0.007930115 0.017986543 -0.0187903537
## goalkeeping_handling -0.009684217 0.016465726 -0.0120314017
## goalkeeping_kicking -0.013557700 0.016367155 -0.0258885247
## goalkeeping_positioning -0.009973612 0.015707629 -0.0237109129
## goalkeeping_reflexes -0.010759376 0.015668098 -0.0219936612
## PC4 PC5 PC6 PC7
## overall 0.109197994 0.009573540 -0.005333236 0.021376840
## potential 0.264764513 -0.221599398 -0.209208340 0.237163276
## value_eur 0.332477232 -0.328207523 0.214966079 -0.131839108
## wage_eur 0.270881451 -0.284886769 0.214249425 -0.147630993
## age -0.217422075 0.211222168 0.252150214 -0.280675967
## height_cm 0.127841946 -0.016975391 -0.186527719 0.271424944
## weight_kg 0.102329683 0.058408087 -0.140532034 0.198035049
## release_clause_eur 0.334318452 -0.333923824 0.212275589 -0.124703310
## pace 0.294766758 0.267194061 -0.062927956 0.128030926
## shooting -0.048326509 0.023108707 -0.019064760 -0.024821959
## passing -0.145066849 -0.052906833 -0.059361013 0.076253127
## dribbling -0.001185067 0.011951024 -0.057244188 0.057488728
## defending -0.071851247 0.005695474 -0.024286132 0.015999431
## physic 0.104988516 0.264873655 -0.038329758 -0.030426651
## attacking_crossing -0.101600935 0.044681512 -0.012335948 0.073852989
## attacking_finishing -0.013665931 0.017672524 -0.012265130 -0.018881317
## attacking_heading_accuracy 0.143504211 0.087315276 0.002995267 -0.077864803
## attacking_short_passing -0.086603558 -0.091257922 -0.089334524 0.091956679
## attacking_volleys -0.039894361 0.006877834 0.016935301 -0.056999979
## skill_dribbling -0.006521822 0.002097141 -0.085866699 0.100009260
## skill_curve -0.129147134 -0.008376321 -0.011697235 0.008570141
## skill_fk_accuracy -0.210542020 -0.045911195 0.023045448 -0.028587381
## skill_long_passing -0.178641838 -0.097887696 -0.085443340 0.094605257
## skill_ball_control -0.012656494 -0.043582268 -0.082993827 0.091330098
## movement_acceleration 0.250101635 0.237391893 -0.043879314 0.091736587
## movement_sprint_speed 0.313726366 0.275544470 -0.074579449 0.149872577
## movement_agility 0.049682826 0.165514052 0.038422890 -0.060882485
## movement_reactions 0.064280713 0.001266215 0.034823919 -0.049694745
## movement_balance -0.035627142 0.056386218 0.139650959 -0.235482194
## power_shot_power -0.060222159 0.030978069 -0.049971094 -0.009293332
## power_jumping 0.170493837 0.308669644 0.155828475 -0.359537903
## power_stamina 0.079696176 0.293883776 -0.010840057 -0.066693776
## power_strength 0.114945900 0.190281910 -0.070762086 0.056344138
## power_long_shots -0.106755093 0.023351734 -0.022977707 -0.025511210
## mentality_aggression -0.008879112 0.135275121 0.004632898 -0.092551412
## mentality_interceptions -0.089533011 0.011286668 -0.013767707 0.003043635
## mentality_positioning -0.024750834 0.060917817 -0.009179146 -0.014820624
## mentality_vision -0.132675709 -0.055609441 -0.050154966 0.044068973
## mentality_penalties -0.060648720 -0.013741739 0.036836420 -0.086942055
## mentality_composure -0.012508996 -0.014896772 -0.003215236 -0.014214503
## defending_marking_awareness -0.077012187 0.007219078 -0.015140675 0.012484556
## defending_standing_tackle -0.082616446 -0.013286361 -0.036992527 0.037813531
## defending_sliding_tackle -0.077666334 -0.006997714 -0.033267507 0.034163364
## goalkeeping_diving -0.037146182 0.050662461 0.329187763 0.320030303
## goalkeeping_handling -0.040567313 0.063039586 0.336096204 0.310775839
## goalkeeping_kicking -0.027596117 0.067849621 0.361407755 0.185928663
## goalkeeping_positioning -0.040566391 0.057027709 0.308130763 0.241412207
## goalkeeping_reflexes -0.039545102 0.050434027 0.375548907 0.273121055
## PC8 PC9 PC10
## overall -0.0211765616 0.0109135237 -0.0007936504
## potential -0.0827860200 0.0685259639 -0.0242203100
## value_eur 0.0330580213 -0.0311816460 0.0168666451
## wage_eur 0.0266098232 -0.0355477496 0.0199842404
## age 0.0478489947 -0.0625732949 0.0304326020
## height_cm 0.0300328619 -0.0007738005 -0.0161561206
## weight_kg 0.0413485247 -0.0101711900 -0.0028459798
## release_clause_eur 0.0319881415 -0.0298095729 0.0166250899
## pace 0.0177673917 -0.0096268549 -0.0055466097
## shooting -0.0018375377 -0.0008704809 -0.0012595105
## passing 0.0092079930 0.0002355940 0.0011641227
## dribbling -0.0144909620 0.0155617053 -0.0036876492
## defending -0.0019201576 -0.0007217480 -0.0072436802
## physic 0.0174346247 -0.0074712167 0.0062892010
## attacking_crossing 0.0356810276 -0.0330105830 0.0162281893
## attacking_finishing -0.0025759512 0.0020352138 0.0004722074
## attacking_heading_accuracy -0.0513131184 0.0130014386 0.0034174666
## attacking_short_passing -0.0197201520 0.0286718845 -0.0052812113
## attacking_volleys 0.0005650852 -0.0053188032 0.0027428464
## skill_dribbling -0.0088140221 0.0165565973 -0.0028687320
## skill_curve 0.0283526748 -0.0234382395 0.0024799870
## skill_fk_accuracy 0.0297521236 -0.0290090921 -0.0011964828
## skill_long_passing 0.0001950432 0.0095679106 -0.0128358003
## skill_ball_control -0.0224029143 0.0232963439 -0.0101257300
## movement_acceleration 0.0145274917 -0.0087533499 -0.0048683716
## movement_sprint_speed 0.0191393087 -0.0101108932 -0.0054133273
## movement_agility 0.0013022271 -0.0131776337 0.0002899857
## movement_reactions -0.0126132211 0.0116669647 -0.0008504146
## movement_balance -0.0341603556 -0.0027055237 0.0164172864
## power_shot_power -0.0038558511 -0.0081978214 -0.0056907422
## power_jumping -0.0673393593 0.0017934650 0.0397359774
## power_stamina 0.0397192997 -0.0021390178 -0.0081757871
## power_strength 0.0186157591 -0.0117376171 0.0053267988
## power_long_shots 0.0021530639 -0.0009294375 -0.0034109338
## mentality_aggression -0.0070511071 0.0024760853 0.0109387597
## mentality_interceptions 0.0038927522 -0.0028820799 -0.0069679778
## mentality_positioning 0.0023154824 0.0021925808 0.0040249360
## mentality_vision 0.0059247181 0.0091151381 0.0025888902
## mentality_penalties -0.0107075641 -0.0050419092 -0.0068171509
## mentality_composure -0.0137154256 0.0135777855 -0.0036811737
## defending_marking_awareness 0.0018924590 -0.0050666306 -0.0094441721
## defending_standing_tackle 0.0011022004 0.0010235935 -0.0054334751
## defending_sliding_tackle -0.0005370509 0.0016212687 -0.0072280536
## goalkeeping_diving -0.0976660690 -0.8382877094 -0.2173746771
## goalkeeping_handling 0.4142381255 0.1488444581 0.4516047395
## goalkeeping_kicking 0.0190532376 0.4314270445 -0.7843423687
## goalkeeping_positioning -0.8270852552 0.2199599449 0.3069565667
## goalkeeping_reflexes 0.3211215336 0.1509732126 0.1828842226
## PC11 PC12 PC13 PC14
## overall -0.005859242 0.127090594 -0.23106328 0.021785365
## potential -0.048472020 0.400883092 0.12828546 -0.076738819
## value_eur 0.012927731 -0.197021021 0.07412286 0.043998462
## wage_eur 0.005960163 -0.168775073 -0.04957899 -0.025230692
## age 0.035969791 -0.226327139 -0.48161918 0.048662844
## height_cm 0.015262550 -0.164970285 -0.02542999 -0.073637036
## weight_kg 0.040261225 -0.221543158 -0.09658821 -0.061865984
## release_clause_eur 0.012754925 -0.190344985 0.07857558 0.042384941
## pace 0.022986338 -0.121486804 -0.07715445 -0.154099088
## shooting -0.002454616 0.008074845 0.16776339 -0.036569292
## passing 0.004670796 -0.053190833 -0.05320497 0.026198712
## dribbling 0.003670036 0.083618776 -0.12697551 0.116498176
## defending 0.004774302 -0.016817629 0.05083258 -0.127133220
## physic 0.010376048 -0.083776690 0.18204782 0.177962597
## attacking_crossing 0.030364093 -0.231728042 -0.17482893 -0.105825725
## attacking_finishing -0.001615439 0.027471099 0.12771393 0.038630341
## attacking_heading_accuracy -0.026013187 0.262537668 -0.14090312 -0.190213626
## attacking_short_passing -0.011349363 0.126113017 -0.12250779 0.140400795
## attacking_volleys -0.008793708 0.003468274 0.09592486 -0.148480501
## skill_dribbling 0.013798282 0.031931211 -0.10064206 0.113091508
## skill_curve 0.008271591 -0.154455301 0.06219670 -0.255798723
## skill_fk_accuracy 0.001381048 -0.190718462 0.17935385 -0.352724927
## skill_long_passing -0.006474636 0.012264611 -0.01178504 0.081540029
## skill_ball_control -0.003606492 0.136549910 -0.16913273 0.135748177
## movement_acceleration 0.016919073 -0.095095618 -0.05580275 -0.119802773
## movement_sprint_speed 0.026293532 -0.135559288 -0.08961538 -0.172902297
## movement_agility -0.005559367 0.013035294 -0.03894589 0.044394004
## movement_reactions -0.008358553 0.158612774 -0.19489791 0.079694070
## movement_balance -0.012888502 0.151711841 0.06993138 0.047001943
## power_shot_power -0.001285356 0.004173600 0.20672587 -0.167732613
## power_jumping -0.067354383 0.357417555 0.07788633 -0.236964601
## power_stamina 0.001618568 -0.131417359 0.38547048 0.516238217
## power_strength 0.022729502 -0.127584193 0.02544936 0.073989071
## power_long_shots -0.005152458 -0.033991640 0.22888660 -0.064008371
## mentality_aggression -0.003149469 0.052424380 0.17335352 -0.017020793
## mentality_interceptions 0.003645490 -0.036907460 0.06525971 -0.095674863
## mentality_positioning 0.015284970 -0.032636411 0.04654368 0.143470470
## mentality_vision 0.001749566 -0.034884992 0.07338069 0.155347659
## mentality_penalties -0.018232235 0.049946765 0.08538909 -0.233481267
## mentality_composure -0.016555373 0.130868494 -0.20477336 0.019769540
## defending_marking_awareness 0.006756812 -0.035357537 0.02786957 -0.099879895
## defending_standing_tackle 0.006473685 -0.036186786 0.08519498 -0.125619272
## defending_sliding_tackle 0.010531502 -0.032257975 0.06890116 -0.144375406
## goalkeeping_diving -0.062633737 0.131833191 0.05054741 0.025319843
## goalkeeping_handling -0.617405164 0.058936956 0.02852651 -0.001304431
## goalkeeping_kicking -0.156852170 -0.012193739 0.01475066 -0.010920734
## goalkeeping_positioning 0.011993742 -0.110966013 0.03255183 0.012135829
## goalkeeping_reflexes 0.757646264 0.199089608 0.07064925 -0.020389982
## PC15 PC16 PC17
## overall -0.138318116 0.137155461 -0.051974048
## potential -0.076110727 0.155523626 0.071248619
## value_eur 0.052996549 -0.035773611 -0.012434360
## wage_eur 0.011412736 -0.053023436 0.021973223
## age -0.129555132 -0.003657236 -0.124016091
## height_cm 0.154098419 0.079229402 0.034394845
## weight_kg 0.205128846 -0.073140683 -0.002245873
## release_clause_eur 0.051037061 -0.034277869 -0.008109796
## pace -0.062653327 -0.052258166 -0.150330611
## shooting -0.102679322 -0.101486104 -0.018987907
## passing 0.193864562 0.036245106 -0.032411874
## dribbling 0.041028663 -0.073233549 0.175615368
## defending -0.108382689 -0.006661231 0.026341186
## physic 0.037674194 -0.061529751 0.021514402
## attacking_crossing 0.082272693 0.186433828 0.484668192
## attacking_finishing -0.106011541 -0.067460243 0.029051346
## attacking_heading_accuracy -0.179267195 0.094642253 0.058626977
## attacking_short_passing 0.172638020 -0.022302969 -0.281393214
## attacking_volleys -0.118519809 -0.015243764 -0.001606040
## skill_dribbling 0.047709587 -0.093367792 0.307719587
## skill_curve 0.102627361 0.145894409 0.175423132
## skill_fk_accuracy 0.104353811 0.275436319 -0.114730453
## skill_long_passing 0.316963618 -0.082287174 -0.390534325
## skill_ball_control 0.038076624 -0.030329637 0.071390611
## movement_acceleration -0.050550525 -0.042865658 -0.114176368
## movement_sprint_speed -0.069408582 -0.056493986 -0.170987088
## movement_agility 0.114845337 -0.096624275 -0.017546461
## movement_reactions -0.228281493 0.131197435 -0.036320119
## movement_balance 0.028835645 -0.109742325 -0.076021534
## power_shot_power -0.091220596 -0.237929493 -0.179478832
## power_jumping 0.591056196 0.105306230 0.132604999
## power_stamina -0.111161564 0.486604110 -0.057289885
## power_strength 0.114846798 -0.086557612 -0.025247492
## power_long_shots -0.047212358 -0.129848081 -0.052263518
## mentality_aggression -0.144092304 -0.540406739 0.164334688
## mentality_interceptions -0.095728485 -0.013185612 0.023682052
## mentality_positioning -0.087307923 -0.070891137 0.350256711
## mentality_vision 0.175520817 -0.093070650 -0.029671486
## mentality_penalties -0.207138287 0.268879037 -0.140212645
## mentality_composure -0.053325622 0.009705200 -0.149610636
## defending_marking_awareness -0.096977410 0.012652856 -0.005384503
## defending_standing_tackle -0.095801993 -0.030999748 0.035426369
## defending_sliding_tackle -0.086518981 -0.037697967 0.056138187
## goalkeeping_diving 0.008605171 -0.006988039 0.007412932
## goalkeeping_handling -0.012760288 -0.016156756 0.005393587
## goalkeeping_kicking 0.024193922 -0.014375747 0.020140746
## goalkeeping_positioning -0.002097803 0.005890941 -0.009282030
## goalkeeping_reflexes 0.021459677 0.012661950 -0.004969220
## PC18 PC19 PC20
## overall 0.0984442397 0.006702694 0.031388825
## potential 0.2252888030 -0.004751556 0.004834708
## value_eur -0.0342948212 -0.010160235 -0.022229965
## wage_eur -0.0345856881 -0.012547461 0.004536764
## age -0.0374392793 0.010937282 0.055854115
## height_cm -0.1067949878 0.161999042 0.251881811
## weight_kg 0.1621746831 0.404519158 -0.369365244
## release_clause_eur -0.0341542904 -0.016718972 -0.019325882
## pace -0.0738268502 -0.075733546 0.025533049
## shooting -0.1781937655 0.093287539 -0.007464941
## passing -0.0424225279 -0.168384933 -0.052196699
## dribbling 0.0245615765 0.106417946 -0.046454266
## defending -0.1348149859 0.126244881 -0.044491600
## physic 0.1932039641 -0.124021908 -0.070960789
## attacking_crossing 0.0007544229 -0.231745771 -0.190120006
## attacking_finishing -0.2194861434 0.103864824 -0.028602058
## attacking_heading_accuracy -0.2199798254 -0.270490899 -0.178415013
## attacking_short_passing -0.0885090765 -0.162260650 -0.126196873
## attacking_volleys -0.0328396436 0.106759551 0.040216854
## skill_dribbling -0.0507669158 0.047799068 -0.063508282
## skill_curve 0.2346595246 -0.002521580 0.203586053
## skill_fk_accuracy 0.3173597918 -0.099208150 0.147792091
## skill_long_passing -0.1244572320 -0.230649849 -0.079498291
## skill_ball_control -0.0027628159 0.031565003 -0.058010888
## movement_acceleration -0.0210464438 -0.003578198 0.014689309
## movement_sprint_speed -0.1130621332 -0.130671686 0.031882246
## movement_agility 0.1693520516 0.291975015 0.051988616
## movement_reactions 0.0658052719 0.115900405 0.213116545
## movement_balance 0.2691708253 0.268869848 -0.418371300
## power_shot_power -0.0808286531 0.043420372 0.039046751
## power_jumping -0.1991517301 0.061621387 0.112017359
## power_stamina -0.0280935618 -0.002683816 0.042832887
## power_strength 0.1763193052 -0.035034775 -0.193899621
## power_long_shots -0.1760821703 0.130482795 0.074250821
## mentality_aggression 0.3486253504 -0.367368979 0.127748839
## mentality_interceptions -0.1159818361 0.148439528 0.005514144
## mentality_positioning -0.2009965092 0.009961407 0.012151373
## mentality_vision -0.1286136711 -0.021618762 0.114546016
## mentality_penalties 0.0542890469 -0.090740741 -0.443925998
## mentality_composure 0.2319650384 0.217136690 0.315447598
## defending_marking_awareness -0.0975479834 0.169964620 -0.014514233
## defending_standing_tackle -0.1334345733 0.130624913 -0.057417209
## defending_sliding_tackle -0.1365187487 0.105839950 -0.074509897
## goalkeeping_diving 0.0010805376 0.001183686 -0.003828402
## goalkeeping_handling -0.0014442143 0.009030820 -0.017957014
## goalkeeping_kicking 0.0031957845 -0.003771553 -0.009680773
## goalkeeping_positioning 0.0059001156 0.006560036 0.007420395
## goalkeeping_reflexes 0.0016711369 -0.001660866 0.003067096
## PC21 PC22 PC23
## overall -0.171379880 -0.108979113 2.289571e-02
## potential -0.149210155 -0.138843811 -6.311952e-02
## value_eur 0.025298572 -0.009840760 2.199066e-02
## wage_eur -0.036864186 0.096884693 5.412842e-02
## age -0.074947019 -0.072261137 9.089501e-02
## height_cm 0.249932488 0.350428741 4.933850e-02
## weight_kg -0.023895385 -0.061263694 -2.641243e-01
## release_clause_eur 0.023680983 -0.016576019 2.402575e-02
## pace 0.044696671 -0.063722744 -3.429756e-02
## shooting -0.076085912 -0.051586146 -4.437230e-03
## passing 0.003807132 0.018040640 -1.361588e-01
## dribbling 0.041564258 0.040742781 2.879460e-01
## defending 0.037158518 0.007463366 3.237937e-02
## physic -0.023234671 -0.069039433 7.039617e-02
## attacking_crossing -0.230318195 0.031928531 -2.423403e-01
## attacking_finishing 0.039963869 -0.086173220 -4.401393e-02
## attacking_heading_accuracy -0.073956331 0.540446553 -5.966391e-02
## attacking_short_passing -0.009546278 0.021764290 -1.145256e-02
## attacking_volleys 0.031479272 0.175896664 -2.571901e-01
## skill_dribbling 0.057258876 -0.024531397 3.487988e-01
## skill_curve -0.083547019 0.142534976 -5.986908e-02
## skill_fk_accuracy 0.006264946 -0.087369200 1.982678e-01
## skill_long_passing 0.018623075 0.093586777 -1.048610e-01
## skill_ball_control -0.029119817 -0.001804319 3.508204e-01
## movement_acceleration 0.057675344 -0.036042200 -6.421369e-03
## movement_sprint_speed 0.031107764 -0.081980002 -5.454920e-02
## movement_agility 0.109609128 0.406317663 1.976680e-01
## movement_reactions 0.017284614 -0.259949099 -2.464481e-01
## movement_balance -0.068512350 0.183102781 -2.500557e-01
## power_shot_power -0.465606395 0.067297839 1.110338e-01
## power_jumping 0.035506288 -0.188537862 1.192831e-02
## power_stamina -0.064170441 0.183999435 -8.640552e-03
## power_strength -0.112095318 -0.198766430 1.392373e-01
## power_long_shots -0.198036013 -0.077750848 6.000217e-02
## mentality_aggression 0.232283995 0.067178796 -6.590744e-02
## mentality_interceptions 0.075222169 -0.056633456 1.624996e-02
## mentality_positioning 0.201457950 -0.134739650 -2.217560e-01
## mentality_vision 0.286487118 -0.074905176 -2.306888e-01
## mentality_penalties 0.536987684 -0.110850776 1.867472e-01
## mentality_composure 0.154722789 0.072891899 -1.577565e-01
## defending_marking_awareness 0.022682470 -0.022185068 3.948031e-02
## defending_standing_tackle 0.045060076 -0.030688195 4.392714e-02
## defending_sliding_tackle 0.022548317 -0.008241942 4.473639e-02
## goalkeeping_diving 0.004741771 -0.002793001 -4.879894e-03
## goalkeeping_handling -0.004339391 0.002891182 5.657867e-03
## goalkeeping_kicking -0.009343642 0.001409266 -7.561373e-03
## goalkeeping_positioning 0.002692767 0.009263907 9.366152e-05
## goalkeeping_reflexes 0.001656061 0.011729151 3.093821e-03
## PC24 PC25 PC26
## overall 0.0771661837 0.0319837580 0.060052306
## potential 0.0538647667 -0.0048580916 -0.010622687
## value_eur -0.1347759818 0.0056229723 0.303388691
## wage_eur 0.3034006415 -0.0480861830 -0.709768243
## age 0.1011379293 0.0096110176 0.062436659
## height_cm 0.1704250900 -0.0311200886 0.073518815
## weight_kg 0.2660122228 0.1816291148 0.002363130
## release_clause_eur -0.1450906293 0.0076535818 0.321718241
## pace -0.0073352365 -0.0058606621 -0.035542985
## shooting 0.0028096449 0.0086629994 0.019554323
## passing -0.0020245554 0.0021693538 0.014481672
## dribbling 0.0112604780 0.0007091589 -0.011699301
## defending -0.0615205502 0.0024831888 -0.011907282
## physic -0.1584651269 -0.0469529294 -0.038908143
## attacking_crossing 0.0791558002 -0.2221490668 0.178043036
## attacking_finishing -0.0592973431 0.0744993574 0.003733640
## attacking_heading_accuracy -0.2784671679 0.2610920549 -0.108465386
## attacking_short_passing 0.0817666286 0.0784165855 0.083559771
## attacking_volleys 0.0120120984 -0.1144441309 0.183648211
## skill_dribbling 0.0233223953 -0.0370778719 -0.056939001
## skill_curve -0.1001688063 -0.0709395023 -0.060144141
## skill_fk_accuracy -0.0957519187 0.4186091094 -0.124197329
## skill_long_passing 0.0428520805 -0.0034792888 0.025579609
## skill_ball_control 0.0588913811 0.0061714589 0.014760824
## movement_acceleration 0.0176427612 0.0380476219 0.019819293
## movement_sprint_speed -0.0270282223 -0.0430359073 -0.078960298
## movement_agility -0.0538908119 0.2340966454 0.193296925
## movement_reactions 0.1181573189 0.3571185912 0.095795492
## movement_balance -0.0658072434 0.0131240976 -0.137024583
## power_shot_power 0.1636223748 -0.2437402746 0.047036538
## power_jumping 0.1364432626 -0.0810586981 0.043532828
## power_stamina 0.2062822072 -0.0637480171 -0.022586487
## power_strength -0.4857638877 -0.0582429374 -0.102144908
## power_long_shots 0.0101809299 0.1100101759 0.010981614
## mentality_aggression 0.3172651054 0.0511375025 0.111595750
## mentality_interceptions -0.0401339372 0.0513459399 0.001323076
## mentality_positioning -0.1429922064 0.1543514069 -0.133963302
## mentality_vision -0.1723522212 0.0469134534 -0.206797120
## mentality_penalties 0.1592354701 -0.2409859374 0.072589470
## mentality_composure -0.2697354102 -0.5201284734 -0.101305723
## defending_marking_awareness -0.0503689282 -0.0492293882 0.012796620
## defending_standing_tackle -0.0385230768 -0.0211504522 -0.020283495
## defending_sliding_tackle -0.0255201196 -0.0448886538 -0.013631822
## goalkeeping_diving 0.0003946899 -0.0010998636 -0.004834365
## goalkeeping_handling -0.0056382621 0.0018656036 -0.004574864
## goalkeeping_kicking 0.0002544444 -0.0020092247 -0.003006419
## goalkeeping_positioning 0.0070348471 -0.0007367071 0.002713529
## goalkeeping_reflexes 0.0029562657 -0.0066314567 -0.005132267
## PC27 PC28 PC29
## overall 0.0617503476 -8.445067e-03 -0.0090754267
## potential 0.1738233861 -7.542826e-02 -0.0837517207
## value_eur -0.1333868347 -5.352617e-03 -0.0032625649
## wage_eur 0.2830198968 1.295964e-02 -0.0349713785
## age 0.0125267095 2.132022e-02 -0.0042939033
## height_cm 0.0208600176 -8.199852e-02 0.5652319283
## weight_kg -0.2404129930 -3.050207e-03 -0.3663859704
## release_clause_eur -0.1408379207 -1.025204e-02 -0.0038004883
## pace -0.0596200749 3.992755e-02 0.0121774657
## shooting 0.0364697123 -5.852014e-02 -0.0016620426
## passing 0.0441537220 -4.719120e-02 0.0188625610
## dribbling -0.1127260544 8.565734e-02 0.0128483837
## defending 0.0096687238 2.267033e-02 -0.0142665662
## physic 0.1261275369 3.941343e-02 0.0629362830
## attacking_crossing 0.1660034913 -2.986080e-01 0.0731249988
## attacking_finishing 0.0754754327 3.708553e-03 -0.0352597026
## attacking_heading_accuracy -0.2008022526 -6.910090e-02 -0.1170273818
## attacking_short_passing 0.0368505867 1.457369e-01 0.0374436131
## attacking_volleys 0.3233560226 6.287216e-01 -0.0956424750
## skill_dribbling -0.1981452091 1.293368e-01 -0.0091587635
## skill_curve -0.0912929484 3.353106e-01 -0.0048984760
## skill_fk_accuracy -0.1785192799 -5.625917e-02 -0.0087152349
## skill_long_passing 0.0784527201 3.385148e-02 -0.0577765312
## skill_ball_control -0.1364262289 2.106058e-01 0.0499516170
## movement_acceleration 0.0090161828 3.847321e-02 0.0035957749
## movement_sprint_speed -0.1133486227 3.780981e-02 0.0181784156
## movement_agility 0.4657845747 -3.060846e-01 -0.2409225451
## movement_reactions 0.0809715682 -3.846998e-02 0.2977992483
## movement_balance -0.1924204895 3.595785e-02 0.4987443713
## power_shot_power -0.1100208652 -2.191909e-01 0.1147244860
## power_jumping -0.0279553490 1.677618e-02 -0.0136237244
## power_stamina -0.1464943195 3.500860e-02 -0.1131673260
## power_strength 0.3024943409 4.979546e-02 0.1647673574
## power_long_shots -0.0012493893 -1.911333e-01 -0.0029852145
## mentality_aggression -0.0903928674 -1.263287e-02 -0.0367874580
## mentality_interceptions 0.0462986346 1.346403e-02 0.0294804486
## mentality_positioning -0.0487605812 -5.122397e-02 -0.0190952340
## mentality_vision -0.0261142089 -1.570339e-01 -0.0089091862
## mentality_penalties 0.0849289546 -1.473232e-01 0.0304150250
## mentality_composure -0.2210498729 -2.033529e-01 -0.2042399141
## defending_marking_awareness 0.0354063477 1.586331e-02 0.0005947159
## defending_standing_tackle 0.0107340482 4.610410e-02 -0.0257801219
## defending_sliding_tackle -0.0160121936 2.693997e-02 -0.0327886582
## goalkeeping_diving -0.0096658039 7.202807e-03 -0.0024407050
## goalkeeping_handling -0.0081039379 2.600835e-03 0.0034406476
## goalkeeping_kicking -0.0005767209 -5.012194e-05 0.0044933105
## goalkeeping_positioning -0.0024120150 1.994650e-03 -0.0027425105
## goalkeeping_reflexes 0.0053802563 -2.599542e-03 -0.0014856185
## PC30 PC31 PC32
## overall -6.457164e-02 -0.2196499785 0.0683866022
## potential -7.146714e-02 -0.3920777008 0.1416150267
## value_eur 1.216751e-02 -0.0184520822 0.0202201837
## wage_eur -2.722802e-02 0.0863644990 -0.0675527020
## age -5.981272e-02 -0.4161626607 0.1521432125
## height_cm -1.457785e-01 -0.1519447489 -0.0134889975
## weight_kg 4.829576e-02 0.0281845007 0.0163174642
## release_clause_eur 1.778270e-02 -0.0267076265 0.0168160474
## pace -9.845735e-03 -0.0054985915 0.0038954615
## shooting -8.687093e-02 -0.0967944291 -0.1269718387
## passing 9.231214e-03 -0.0037422836 0.0525333578
## dribbling 2.711372e-03 0.1215335949 0.0265397873
## defending 2.994443e-03 -0.0114152882 0.0142095739
## physic -2.916197e-03 0.0239650852 -0.0155041512
## attacking_crossing -1.741974e-01 0.1447288645 0.0024325235
## attacking_finishing -2.243916e-01 -0.2524619068 -0.2615332371
## attacking_heading_accuracy 5.672480e-02 0.0473669320 0.0417764241
## attacking_short_passing -4.260778e-02 -0.0330638304 -0.1357176221
## attacking_volleys -2.349415e-01 0.2284797511 0.2760220673
## skill_dribbling 3.469230e-02 0.1821341157 0.0260400339
## skill_curve 5.718235e-01 -0.2972628106 -0.2762847592
## skill_fk_accuracy -3.819138e-01 0.1278485672 0.0997958643
## skill_long_passing 1.676337e-02 0.0461756673 -0.2878342405
## skill_ball_control -8.509317e-02 -0.0032418853 0.0914232165
## movement_acceleration 8.903306e-03 -0.0068873449 -0.0621220973
## movement_sprint_speed -2.458090e-02 -0.0031715393 0.0585748892
## movement_agility 1.178656e-01 0.0011954301 -0.0031574541
## movement_reactions 2.916955e-01 0.4368120879 -0.1120908163
## movement_balance -1.228938e-01 -0.1176169380 0.0081078074
## power_shot_power 2.575041e-01 0.1500633907 0.2284094869
## power_jumping -2.500218e-02 0.0067264340 0.0072065901
## power_stamina -1.128654e-02 0.0041053403 0.0253286608
## power_strength 3.593946e-02 0.0637220844 -0.0212136797
## power_long_shots -6.747954e-02 -0.0072682696 -0.1667715112
## mentality_aggression -7.825664e-02 -0.0620404387 -0.0294695168
## mentality_interceptions 8.719794e-03 0.0234726429 0.0063020650
## mentality_positioning -1.527409e-02 -0.1030841030 -0.1841227832
## mentality_vision 2.126746e-01 -0.1121629385 0.6385122886
## mentality_penalties 2.009735e-01 0.0182029155 -0.0269152880
## mentality_composure -2.165260e-01 0.1587460123 -0.1831354487
## defending_marking_awareness 5.003713e-02 -0.0504753207 0.0663922350
## defending_standing_tackle -4.722074e-02 -0.0123381237 -0.0276039072
## defending_sliding_tackle -2.599340e-02 0.0018400699 -0.0198431585
## goalkeeping_diving 9.577257e-04 0.0024014634 0.0006879488
## goalkeeping_handling 5.003986e-03 -0.0001305361 0.0003135786
## goalkeeping_kicking 1.169518e-03 -0.0012621447 0.0033761179
## goalkeeping_positioning 8.031148e-03 0.0080001459 -0.0059388103
## goalkeeping_reflexes -4.827974e-05 -0.0007443422 0.0002718702
## PC33 PC34 PC35
## overall 0.0109867003 0.044890746 0.0316495377
## potential -0.0574250018 0.209903007 0.0019246112
## value_eur -0.0097004401 0.012611450 -0.0035414622
## wage_eur 0.0159353334 -0.058158480 0.0080685052
## age -0.0472181234 0.196244124 0.0262320775
## height_cm -0.0342916431 0.051269132 0.0176911916
## weight_kg 0.0129619637 -0.019005341 -0.0060108118
## release_clause_eur -0.0081134336 0.015273083 -0.0030065840
## pace 0.0165225099 -0.013635677 0.0124871871
## shooting 0.0868638674 -0.015610343 -0.0155621622
## passing 0.0199320604 -0.098929229 0.0101633798
## dribbling 0.0483634326 0.111216539 -0.0184913798
## defending -0.0062437587 -0.024214318 -0.0086092929
## physic 0.0196282949 -0.002564818 0.0059587207
## attacking_crossing 0.1139374821 -0.071778848 -0.0057375950
## attacking_finishing 0.1767591390 -0.010257534 -0.0421810920
## attacking_heading_accuracy 0.0882713461 0.017072517 0.0589542452
## attacking_short_passing -0.1759737438 -0.491773508 -0.0165524668
## attacking_volleys -0.0299845759 0.077942939 -0.0009456819
## skill_dribbling 0.0922125587 0.403680710 0.0285236800
## skill_curve 0.0848063972 -0.073575661 -0.0419259046
## skill_fk_accuracy -0.1495141553 0.030460998 0.0083165238
## skill_long_passing -0.0167351047 0.527861151 0.0125892701
## skill_ball_control 0.0184813458 -0.378710185 -0.0454545557
## movement_acceleration 0.0290555190 -0.058436158 0.7609308421
## movement_sprint_speed 0.0039760185 0.026182817 -0.6059745729
## movement_agility -0.1110723816 -0.032066296 -0.1381128494
## movement_reactions 0.0807245847 0.055726164 -0.0496193324
## movement_balance 0.0255286847 0.059268158 -0.0318294976
## power_shot_power -0.3930079496 0.018721386 0.0567671953
## power_jumping -0.0212169835 -0.013841195 -0.0033076419
## power_stamina 0.0055793300 0.017587508 -0.0059067082
## power_strength -0.0038857538 0.006810267 0.0207294781
## power_long_shots 0.4549839632 -0.083192233 -0.0180322317
## mentality_aggression 0.0794422869 -0.041573539 -0.0151598507
## mentality_interceptions 0.0344472088 -0.031823106 0.0121041701
## mentality_positioning -0.6461736537 0.014580691 0.0073358724
## mentality_vision 0.2147504702 -0.039851740 0.0708408530
## mentality_penalties 0.0029778318 -0.007667957 -0.0161591692
## mentality_composure 0.0029474033 -0.065001052 0.0277237756
## defending_marking_awareness 0.0046276060 -0.084557182 -0.0766826891
## defending_standing_tackle -0.0448332655 0.003591297 0.0180814008
## defending_sliding_tackle -0.0590422118 0.071161777 0.0316333235
## goalkeeping_diving 0.0008581943 -0.003143267 0.0018447075
## goalkeeping_handling -0.0064361267 0.003585556 0.0006209960
## goalkeeping_kicking -0.0003970684 -0.001355297 0.0007501309
## goalkeeping_positioning 0.0001038720 -0.001271539 0.0007130066
## goalkeeping_reflexes 0.0006090607 -0.001786474 0.0021047652
## PC36 PC37 PC38
## overall -0.023344813 -0.020899707 -0.0367502304
## potential 0.127713912 -0.025274314 -0.0042803843
## value_eur 0.006894457 -0.005449603 0.0043756412
## wage_eur -0.006343042 0.016022143 -0.0047795971
## age 0.095370974 -0.071627672 -0.0249891590
## height_cm 0.040328254 -0.020469096 -0.0224766938
## weight_kg -0.014607929 0.011833606 0.0219980295
## release_clause_eur 0.010534876 -0.008504240 0.0048854433
## pace 0.014024224 0.004533989 0.0125436437
## shooting -0.175283827 0.037343726 -0.0174976853
## passing -0.019487836 -0.018805802 -0.0862150903
## dribbling -0.005615789 0.012337455 -0.0346182887
## defending -0.004991536 0.075292913 -0.0098381416
## physic -0.005591531 -0.006951256 -0.0063953354
## attacking_crossing -0.056824753 0.030183701 0.0568221823
## attacking_finishing -0.595005368 0.118600046 -0.0491766857
## attacking_heading_accuracy 0.007742877 0.015584765 0.0068753140
## attacking_short_passing 0.074305240 -0.108229466 -0.4837410645
## attacking_volleys 0.116545775 -0.015199217 -0.0028906261
## skill_dribbling 0.027453356 0.015169802 -0.3955623176
## skill_curve -0.036724324 -0.038847918 0.0073255499
## skill_fk_accuracy -0.071608467 0.047348444 -0.0342289233
## skill_long_passing 0.015339046 0.122770209 0.3104328920
## skill_ball_control -0.043060332 0.041697326 0.6266654533
## movement_acceleration 0.006532933 0.066418715 0.0215642369
## movement_sprint_speed 0.019994453 -0.046293886 0.0030579969
## movement_agility -0.039487430 -0.045705619 -0.0038935805
## movement_reactions -0.122479224 -0.019920987 0.0164165738
## movement_balance 0.031185120 -0.005266986 -0.0018680148
## power_shot_power -0.144913886 0.018849021 0.0081929729
## power_jumping -0.013931154 0.002759027 -0.0024369660
## power_stamina -0.005319701 -0.018103511 -0.0031187684
## power_strength 0.005251861 -0.019583798 -0.0035835938
## power_long_shots 0.615815907 -0.122364988 0.0003218517
## mentality_aggression -0.022707140 0.039191882 -0.0071073342
## mentality_interceptions 0.071792800 -0.052264516 0.2391254923
## mentality_positioning 0.275624640 0.029523203 0.1060647519
## mentality_vision -0.097788635 -0.050206628 0.0072463308
## mentality_penalties 0.072937583 -0.021649669 0.0271797255
## mentality_composure 0.012115982 -0.025620453 -0.0165061709
## defending_marking_awareness 0.096675460 0.786744987 -0.1636929557
## defending_standing_tackle -0.110852793 -0.361067117 -0.0157246915
## defending_sliding_tackle -0.134302265 -0.392438217 -0.0611137234
## goalkeeping_diving 0.003734075 -0.004419154 -0.0056010760
## goalkeeping_handling 0.001314279 0.002597739 0.0004352948
## goalkeeping_kicking -0.004089024 -0.001525190 -0.0037908650
## goalkeeping_positioning -0.004450989 0.002083948 0.0029835521
## goalkeeping_reflexes 0.005549149 0.001596230 0.0015075158
## PC39 PC40 PC41
## overall -0.0673809763 0.8221906193 -1.007194e-02
## potential 0.0590576625 -0.3640310881 2.644055e-03
## value_eur 0.0030353421 -0.0045219334 9.631253e-04
## wage_eur 0.0050781076 -0.0127917375 -5.791842e-03
## age 0.0312665664 -0.3203732352 1.094830e-02
## height_cm -0.0177998937 0.0149615532 -3.569305e-03
## weight_kg 0.0143098973 -0.0150739024 -1.384159e-04
## release_clause_eur -0.0007165971 -0.0269243142 2.070145e-03
## pace 0.0025535074 -0.0282734668 2.348355e-03
## shooting 0.0202251755 -0.0161176425 -8.937329e-03
## passing 0.0222653918 -0.0224426586 -6.308897e-04
## dribbling 0.0220303505 -0.0338941977 6.405782e-03
## defending 0.0096700401 -0.0053008324 1.221976e-01
## physic -0.0083382879 -0.0245656039 -6.901187e-03
## attacking_crossing 0.0117805554 -0.0493147102 1.786880e-02
## attacking_finishing 0.0767824867 -0.0506176912 -2.011256e-02
## attacking_heading_accuracy 0.0187478982 -0.0486835658 8.438515e-03
## attacking_short_passing 0.1342957095 -0.0867639064 -2.579679e-02
## attacking_volleys -0.0148551751 0.0126834267 -9.422013e-03
## skill_dribbling 0.1358563544 0.0123816621 2.230599e-02
## skill_curve 0.0078717945 0.0134317167 1.645264e-04
## skill_fk_accuracy -0.0026129535 -0.0080695585 -8.062834e-03
## skill_long_passing -0.0687630113 0.0396420131 1.823020e-02
## skill_ball_control -0.1643106094 -0.1033421285 -1.738811e-02
## movement_acceleration -0.0165252611 -0.0499455119 5.600678e-03
## movement_sprint_speed 0.0199600132 -0.0084370416 -1.204482e-03
## movement_agility -0.0181640259 0.0104624872 -1.334496e-03
## movement_reactions -0.0823185422 -0.1670542171 6.190911e-03
## movement_balance -0.0011799658 0.0226451983 3.191617e-03
## power_shot_power 0.0686895933 -0.0079322750 1.864067e-02
## power_jumping -0.0067311339 0.0052200796 8.833684e-03
## power_stamina 0.0035108235 -0.0448192752 -3.025606e-03
## power_strength -0.0101585070 -0.0242782129 -8.191934e-03
## power_long_shots -0.1235056590 0.0196316782 -8.526733e-03
## mentality_aggression -0.0130569717 0.0194894334 4.419239e-03
## mentality_interceptions 0.8123652833 0.0775383108 -1.482949e-01
## mentality_positioning -0.0597695518 0.0793816865 -5.379003e-03
## mentality_vision -0.0482819945 0.0526045356 -2.161268e-03
## mentality_penalties -0.0134535482 0.0235547152 -5.709381e-05
## mentality_composure 0.0261697419 -0.0550635721 -5.073942e-03
## defending_marking_awareness -0.2161105649 -0.0380008860 -3.575269e-02
## defending_standing_tackle -0.1947217088 -0.0101644936 7.111121e-01
## defending_sliding_tackle -0.3668294473 -0.0407641121 -6.724350e-01
## goalkeeping_diving 0.0005891435 -0.0012854734 -5.906945e-04
## goalkeeping_handling -0.0011413756 -0.0008920858 -2.321340e-03
## goalkeeping_kicking 0.0011075992 -0.0017107593 1.947335e-03
## goalkeeping_positioning 0.0009935811 -0.0019929801 -3.872984e-04
## goalkeeping_reflexes 0.0025530054 -0.0019583070 1.389261e-03
## PC42 PC43 PC44
## overall 1.132412e-02 1.814045e-03 9.244737e-04
## potential -1.332557e-02 -9.212775e-04 -3.256820e-04
## value_eur -7.127643e-01 -2.753456e-03 -4.702273e-03
## wage_eur 1.460235e-02 3.905489e-04 4.744491e-04
## age -1.691645e-03 -6.154032e-04 -7.284212e-04
## height_cm 1.497048e-03 -3.536057e-04 3.269883e-04
## weight_kg 3.886082e-03 -7.235040e-04 -5.429422e-04
## release_clause_eur 7.008796e-01 2.491827e-03 4.397822e-03
## pace -1.639069e-03 -4.184563e-04 -1.391255e-02
## shooting -4.980640e-04 -3.179054e-03 -2.765688e-03
## passing -5.722528e-04 7.969247e-01 -3.778662e-01
## dribbling -6.299077e-03 3.574715e-01 7.571000e-01
## defending -4.692654e-04 1.262759e-02 -5.602270e-03
## physic 1.049600e-03 4.425763e-02 2.199269e-02
## attacking_crossing -9.011240e-04 -2.157123e-01 1.021032e-01
## attacking_finishing -1.056738e-04 2.619750e-03 8.892952e-04
## attacking_heading_accuracy -1.746731e-03 -1.304965e-03 2.426963e-04
## attacking_short_passing -1.055630e-04 -2.588710e-01 1.224150e-01
## attacking_volleys 6.216665e-03 6.815007e-04 2.620244e-04
## skill_dribbling 3.411714e-03 -1.983633e-01 -4.215193e-01
## skill_curve -3.271122e-03 -5.797980e-02 2.776506e-02
## skill_fk_accuracy 1.191114e-03 -5.789425e-02 2.735680e-02
## skill_long_passing 5.682508e-04 -1.411373e-01 6.663734e-02
## skill_ball_control 4.104504e-04 -1.065169e-01 -2.249624e-01
## movement_acceleration 1.720593e-05 8.282677e-04 6.734604e-03
## movement_sprint_speed 1.322924e-03 5.348773e-05 7.743687e-03
## movement_agility 2.957601e-03 -4.531134e-02 -9.533594e-02
## movement_reactions -2.343091e-03 -1.685982e-02 -3.461426e-02
## movement_balance 4.986671e-03 -2.289482e-02 -4.707883e-02
## power_shot_power 1.128368e-03 1.031064e-03 6.857485e-04
## power_jumping 1.324198e-03 -2.649348e-03 -1.278239e-03
## power_stamina 2.260361e-03 -1.299775e-02 -6.472568e-03
## power_strength -1.486162e-04 -2.838122e-02 -1.394251e-02
## power_long_shots -3.147818e-03 -1.528006e-04 1.248722e-03
## mentality_aggression -4.758916e-04 -1.204393e-02 -6.412446e-03
## mentality_interceptions 3.591224e-03 -2.441752e-03 1.222569e-03
## mentality_positioning -2.133385e-04 1.426426e-04 7.502610e-04
## mentality_vision 1.892093e-03 -1.992356e-01 9.543407e-02
## mentality_penalties 2.153261e-04 3.578587e-04 -2.857629e-05
## mentality_composure 1.019124e-03 -1.921857e-02 -3.986794e-02
## defending_marking_awareness 7.638654e-04 -3.104708e-03 1.460270e-03
## defending_standing_tackle -1.330673e-03 -4.741664e-03 2.779542e-03
## defending_sliding_tackle -1.605565e-03 -1.749489e-03 8.467921e-06
## goalkeeping_diving -7.070259e-04 -2.135157e-04 4.016939e-05
## goalkeeping_handling -7.579038e-04 -7.744797e-05 -3.298859e-04
## goalkeeping_kicking -4.067295e-04 1.384077e-04 -1.307944e-04
## goalkeeping_positioning -5.563656e-04 2.933407e-04 3.584925e-06
## goalkeeping_reflexes -1.162302e-03 -1.626740e-04 -1.034910e-05
## PC45 PC46 PC47
## overall 9.900345e-04 2.554588e-05 1.094082e-03
## potential -1.149661e-03 -1.554821e-04 -7.624920e-04
## value_eur 5.532450e-04 1.400435e-03 2.116848e-04
## wage_eur 4.094158e-04 -1.677134e-05 -7.063671e-05
## age -2.999809e-04 -5.243751e-05 -6.137509e-04
## height_cm 4.712620e-04 1.365264e-04 2.745368e-04
## weight_kg 4.317454e-04 3.903482e-05 -3.283589e-04
## release_clause_eur -5.877168e-04 -1.523187e-03 -2.184672e-04
## pace 2.523213e-02 -8.050931e-01 1.146263e-02
## shooting 1.382130e-02 -1.185174e-02 -8.550061e-01
## passing -3.386628e-02 4.979146e-03 -2.004654e-03
## dribbling -4.036786e-02 -1.488761e-02 -4.114372e-03
## defending -1.633830e-02 2.695707e-03 -4.875924e-02
## physic 7.913876e-01 2.455812e-02 1.157301e-02
## attacking_crossing 9.535449e-03 -1.350679e-03 5.404867e-04
## attacking_finishing -7.915457e-03 6.549751e-03 4.442930e-01
## attacking_heading_accuracy 1.536011e-03 -4.224879e-04 3.612733e-03
## attacking_short_passing 1.027710e-02 -1.482858e-03 1.283604e-04
## attacking_volleys 5.255344e-04 6.559602e-04 4.444057e-02
## skill_dribbling 2.198872e-02 7.292728e-03 2.658393e-03
## skill_curve 1.584070e-03 9.043943e-05 5.860498e-04
## skill_fk_accuracy 2.261194e-03 -2.815820e-04 -1.994171e-04
## skill_long_passing 5.981900e-03 -1.002756e-03 7.045758e-04
## skill_ball_control 1.265611e-02 5.181304e-03 1.142308e-03
## movement_acceleration -1.091408e-02 3.768697e-01 -5.335318e-03
## movement_sprint_speed -1.474499e-02 4.563907e-01 -6.625151e-03
## movement_agility 5.252100e-03 1.858783e-03 7.022990e-04
## movement_reactions 2.258864e-03 1.080146e-03 3.189193e-04
## movement_balance 2.321685e-03 7.178337e-04 1.711054e-04
## power_shot_power -2.477293e-03 1.505112e-03 1.609077e-01
## power_jumping -4.782020e-02 -1.480709e-03 -9.009552e-04
## power_stamina -2.285149e-01 -7.474591e-03 -3.268169e-03
## power_strength -5.137179e-01 -1.572110e-02 -7.501913e-03
## power_long_shots -2.762258e-03 2.970275e-03 1.922372e-01
## mentality_aggression -2.233972e-01 -6.797308e-03 -3.161123e-03
## mentality_interceptions 3.091623e-03 -1.165847e-03 1.074670e-02
## mentality_positioning -1.056226e-03 4.731908e-04 4.255110e-02
## mentality_vision 8.815148e-03 -8.678009e-04 2.744067e-04
## mentality_penalties -1.130322e-03 -8.155674e-06 3.771703e-02
## mentality_composure 1.956571e-03 5.670185e-04 -3.151794e-05
## defending_marking_awareness 5.479683e-03 -9.622343e-04 1.551580e-02
## defending_standing_tackle 7.158904e-03 -4.299273e-04 1.706440e-02
## defending_sliding_tackle 7.499055e-04 -3.274408e-04 5.153214e-03
## goalkeeping_diving -1.694294e-04 -1.443060e-04 -2.937811e-04
## goalkeeping_handling 1.335127e-04 -1.058784e-04 -4.658714e-05
## goalkeeping_kicking -1.593055e-04 1.622050e-04 -2.057564e-04
## goalkeeping_positioning 6.011088e-05 -8.525685e-05 4.477364e-05
## goalkeeping_reflexes -1.378247e-04 8.454958e-05 2.035937e-04
## PC48
## overall 4.468856e-04
## potential -7.469128e-05
## value_eur 4.300064e-04
## wage_eur 9.612678e-05
## age -4.930896e-04
## height_cm -8.226563e-05
## weight_kg 2.225775e-04
## release_clause_eur -5.074011e-04
## pace -3.571992e-03
## shooting 4.713792e-02
## passing 1.443340e-02
## dribbling 1.213479e-03
## defending -8.785147e-01
## physic -1.513420e-02
## attacking_crossing -4.181244e-03
## attacking_finishing -2.427142e-02
## attacking_heading_accuracy 6.310962e-02
## attacking_short_passing -4.619086e-03
## attacking_volleys -1.947923e-03
## skill_dribbling -5.866708e-04
## skill_curve -9.116837e-04
## skill_fk_accuracy -9.097462e-04
## skill_long_passing -2.671614e-03
## skill_ball_control -1.791896e-04
## movement_acceleration 1.178127e-03
## movement_sprint_speed 2.250173e-03
## movement_agility 1.449424e-05
## movement_reactions -3.201699e-04
## movement_balance -9.253572e-05
## power_shot_power -9.096723e-03
## power_jumping 1.011818e-03
## power_stamina 4.336864e-03
## power_strength 9.790247e-03
## power_long_shots -1.070434e-02
## mentality_aggression 3.899040e-03
## mentality_interceptions 2.010911e-01
## mentality_positioning -2.411989e-03
## mentality_vision -3.788868e-03
## mentality_penalties -1.983725e-03
## mentality_composure -2.582912e-04
## defending_marking_awareness 2.833379e-01
## defending_standing_tackle 3.000319e-01
## defending_sliding_tackle 9.908343e-02
## goalkeeping_diving -1.877395e-05
## goalkeeping_handling -1.985950e-04
## goalkeeping_kicking 1.267253e-04
## goalkeeping_positioning -1.134902e-05
## goalkeeping_reflexes 1.485519e-04summary(pc_fifa_variables)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 3.968 3.0483 2.06373 1.6439 1.4334 1.12342 1.03523
## Proportion of Variance 0.328 0.1936 0.08873 0.0563 0.0428 0.02629 0.02233
## Cumulative Proportion 0.328 0.5216 0.61031 0.6666 0.7094 0.73570 0.75803
## PC8 PC9 PC10 PC11 PC12 PC13 PC14
## Standard deviation 0.97791 0.97228 0.96936 0.96645 0.93426 0.83041 0.79730
## Proportion of Variance 0.01992 0.01969 0.01958 0.01946 0.01818 0.01437 0.01324
## Cumulative Proportion 0.77795 0.79765 0.81722 0.83668 0.85487 0.86923 0.88248
## PC15 PC16 PC17 PC18 PC19 PC20 PC21
## Standard deviation 0.72353 0.65926 0.6426 0.63779 0.58544 0.54466 0.52942
## Proportion of Variance 0.01091 0.00905 0.0086 0.00847 0.00714 0.00618 0.00584
## Cumulative Proportion 0.89338 0.90244 0.9110 0.91952 0.92666 0.93284 0.93868
## PC22 PC23 PC24 PC25 PC26 PC27 PC28
## Standard deviation 0.49761 0.48800 0.48284 0.47662 0.45468 0.4489 0.43789
## Proportion of Variance 0.00516 0.00496 0.00486 0.00473 0.00431 0.0042 0.00399
## Cumulative Proportion 0.94383 0.94880 0.95365 0.95838 0.96269 0.9669 0.97088
## PC29 PC30 PC31 PC32 PC33 PC34 PC35
## Standard deviation 0.41944 0.40091 0.38210 0.37526 0.34969 0.34253 0.32995
## Proportion of Variance 0.00367 0.00335 0.00304 0.00293 0.00255 0.00244 0.00227
## Cumulative Proportion 0.97455 0.97790 0.98094 0.98387 0.98642 0.98887 0.99113
## PC36 PC37 PC38 PC39 PC40 PC41 PC42
## Standard deviation 0.31431 0.31032 0.28391 0.26489 0.20855 0.17041 0.06620
## Proportion of Variance 0.00206 0.00201 0.00168 0.00146 0.00091 0.00061 0.00009
## Cumulative Proportion 0.99319 0.99520 0.99688 0.99834 0.99925 0.99985 0.99994
## PC43 PC44 PC45 PC46 PC47 PC48
## Standard deviation 0.02531 0.02497 0.02321 0.02126 0.01751 0.01563
## Proportion of Variance 0.00001 0.00001 0.00001 0.00001 0.00001 0.00001
## Cumulative Proportion 0.99995 0.99997 0.99998 0.99999 0.99999 1.00000pc_fifa_variables_var <- pc_fifa_variables$sdev^2
pc_fifa_variables_var## [1] 1.574358e+01 9.292344e+00 4.258969e+00 2.702269e+00 2.054512e+00
## [6] 1.262076e+00 1.071691e+00 9.563165e-01 9.453189e-01 9.396512e-01
## [11] 9.340260e-01 8.728469e-01 6.895738e-01 6.356864e-01 5.234895e-01
## [16] 4.346224e-01 4.129693e-01 4.067762e-01 3.427382e-01 2.966599e-01
## [21] 2.802859e-01 2.476155e-01 2.381465e-01 2.331297e-01 2.271640e-01
## [26] 2.067325e-01 2.015099e-01 1.917501e-01 1.759320e-01 1.607307e-01
## [31] 1.459983e-01 1.408228e-01 1.222808e-01 1.173289e-01 1.088678e-01
## [36] 9.879142e-02 9.629911e-02 8.060531e-02 7.016638e-02 4.349365e-02
## [41] 2.904075e-02 4.382341e-03 6.404095e-04 6.234012e-04 5.388016e-04
## [46] 4.521266e-04 3.067511e-04 2.443736e-04pc_fifa_variables_PEV <- pc_fifa_variables_var / sum(pc_fifa_variables_var)opar <- par(no.readonly = TRUE)
plot(
cumsum(pc_fifa_variables_PEV),
ylim = c(0,1),
xlab = 'PC',
ylab = 'cumulative PEV',
pch = 20,
col = 'orange'
)
abline(h = 0.8, col = 'red', lty = 'dashed')
par(opar)opar <- par(no.readonly = TRUE)
biplot(
pc_fifa_variables,
scale = 0,
col = c('grey40','orange')
)
fifa_clean <- fifa[,-c(1,2,3,11,12,15,16,18,19,20,28,69)]
fifa_clean <- na.omit(fifa_clean)
pc_fifa_clean <- cbind(fifa_clean,pc_fifa_variables$x)
pc_fifa_clean <- pc_fifa_clean[,-c(1,68:110)]
write.csv(pc_fifa_clean, "classification.csv", row.names = FALSE)Principal component analysis dataset for neuralnetwork
fifa <- read.csv("classification.csv")
fifa <- fifa[,-c(57,59:66)]fifa$release_threshold <- as.factor(fifa$release_threshold)
fifa$club_position <- as.factor(fifa$club_position)
fifa$league_level <- as.factor(fifa$league_level)
fifa$preferred_foot <- as.factor(fifa$preferred_foot)
fifa$weak_foot <- as.factor(fifa$weak_foot)
fifa$skill_moves <- as.factor(fifa$skill_moves)
fifa$international_reputation <- as.factor(fifa$international_reputation)
fifa$work_rate <- as.factor(fifa$work_rate)
fifa$body_type <- as.factor(fifa$body_type)
fifa$real_face <- as.factor(fifa$real_face)
fifa$club_contract_valid_until <- as.factor(fifa$club_contract_valid_until)One hot encoding to the categorical variables
fifa$release_threshold <- as.numeric(fifa$release_threshold)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(magrittr)
library(caret)## Loading required package: latticeclass(fifa)## [1] "data.frame"fifa %<>%
mutate_if(is.character,as.factor)
levels(fifa$league_level)## [1] "1" "2" "3" "4" "5"levels(fifa$club_position)## [1] "CAM" "CB" "CDM" "CF" "CM" "LAM" "LB" "LCB" "LCM" "LDM" "LF" "LM"
## [13] "LS" "LW" "LWB" "RAM" "RB" "RCB" "RCM" "RDM" "RES" "RF" "RM" "RS"
## [25] "RW" "RWB" "ST" "SUB"levels(fifa$club_contract_valid_until)## [1] "2021" "2022" "2023" "2024" "2025" "2026" "2027" "2028" "2031"levels(fifa$preferred_foot)## [1] "Left" "Right"levels(fifa$weak_foot)## [1] "1" "2" "3" "4" "5"levels(fifa$skill_moves)## [1] "2" "3" "4" "5"levels(fifa$international_reputation)## [1] "1" "2" "3" "4" "5"levels(fifa$work_rate)## [1] "High/High" "High/Low" "High/Medium" "Low/High"
## [5] "Low/Low" "Low/Medium" "Medium/High" "Medium/Low"
## [9] "Medium/Medium"levels(fifa$body_type)## [1] "Lean (170-)" "Lean (170-185)" "Lean (185+)" "Normal (170-)"
## [5] "Normal (170-185)" "Normal (185+)" "Stocky (170-)" "Stocky (170-185)"
## [9] "Stocky (185+)" "Unique"levels(fifa$real_face)## [1] "No" "Yes"dummy <- dummyVars(" ~ .", data = fifa)
newdata <- data.frame(predict(dummy, newdata = fifa))
fifa_encoded <- as.data.frame(newdata)
fifa_encoded$release_threshold <- as.factor(fifa_encoded$release_threshold)
levels(fifa_encoded$release_threshold)[levels(fifa_encoded$release_threshold)=="1"] <- "0"
levels(fifa_encoded$release_threshold)[levels(fifa_encoded$release_threshold)=="2"] <- "1"
fifa_encoded <- fifa_encoded[,-127]Data normalisation
MinMax <- function(x){
tx <- (x - min(x)) / (max(x) - min(x))
return(tx)
}
fifa_minmax <- apply(fifa_encoded[,-126], 2, MinMax)
fifa_minmax <- as.data.frame(fifa_minmax)Principal component analysis
fifa_minmax <- na.omit(fifa_minmax)pc_fifa_variables <- prcomp(fifa_minmax, center = T, scale. = T)
pc_fifa_variables## Standard deviations (1, .., p=125):
## [1] 4.166345e+00 3.186236e+00 2.244266e+00 1.821626e+00 1.651963e+00
## [6] 1.514751e+00 1.440288e+00 1.408119e+00 1.308219e+00 1.276741e+00
## [11] 1.220089e+00 1.210779e+00 1.184696e+00 1.174625e+00 1.160945e+00
## [16] 1.134090e+00 1.123286e+00 1.098923e+00 1.090514e+00 1.079679e+00
## [21] 1.071744e+00 1.068624e+00 1.064179e+00 1.057222e+00 1.055519e+00
## [26] 1.047304e+00 1.044474e+00 1.043124e+00 1.038582e+00 1.035863e+00
## [31] 1.031453e+00 1.030007e+00 1.028836e+00 1.025973e+00 1.024456e+00
## [36] 1.022925e+00 1.018953e+00 1.016460e+00 1.015662e+00 1.012637e+00
## [41] 1.010594e+00 1.008749e+00 1.007435e+00 1.007099e+00 1.004567e+00
## [46] 1.003065e+00 1.001254e+00 9.998136e-01 9.985519e-01 9.975621e-01
## [51] 9.955609e-01 9.946073e-01 9.922288e-01 9.906525e-01 9.872767e-01
## [56] 9.856405e-01 9.837189e-01 9.801910e-01 9.777726e-01 9.770394e-01
## [61] 9.740285e-01 9.684505e-01 9.628036e-01 9.590649e-01 9.532327e-01
## [66] 9.518147e-01 9.489355e-01 9.425538e-01 9.375814e-01 9.171925e-01
## [71] 9.080581e-01 8.935587e-01 8.909639e-01 8.726691e-01 8.210018e-01
## [76] 8.188888e-01 7.999201e-01 7.911716e-01 7.476219e-01 7.138661e-01
## [81] 6.931764e-01 6.785508e-01 6.326880e-01 6.144071e-01 5.981577e-01
## [86] 5.845334e-01 5.795184e-01 5.517880e-01 5.211707e-01 5.034881e-01
## [91] 4.810560e-01 4.718301e-01 4.707677e-01 4.529379e-01 4.434029e-01
## [96] 4.329984e-01 3.987225e-01 3.843242e-01 3.742025e-01 3.622989e-01
## [101] 3.456377e-01 3.390865e-01 3.294371e-01 3.280353e-01 3.111779e-01
## [106] 3.083776e-01 2.824928e-01 2.631663e-01 1.690533e-01 2.525918e-02
## [111] 2.491985e-02 2.316888e-02 2.121758e-02 1.748882e-02 1.561052e-02
## [116] 3.973739e-14 7.587747e-15 4.978981e-15 3.884609e-15 3.648326e-15
## [121] 3.601556e-15 3.449879e-15 2.459761e-15 1.972135e-15 1.753281e-15
##
## Rotation (n x k) = (125 x 125):
## PC1 PC2 PC3
## potential -0.1144244139 0.0844896055 -0.0410101390
## value_eur -0.1145297510 0.1037571038 0.0043492405
## wage_eur -0.1198725889 0.1224860088 0.0201343524
## age -0.0680329465 0.1375959770 0.0896031433
## height_cm 0.0792209817 0.1494092247 0.2545240611
## weight_kg 0.0499869800 0.1589104126 0.2570307550
## league_level.1 -0.0260200506 0.0159306835 -0.0189767816
## league_level.2 0.0055964867 0.0010518864 0.0123235382
## league_level.3 0.0221590943 -0.0160076821 0.0129920368
## league_level.4 0.0200824375 -0.0176779626 0.0024178147
## league_level.5 0.0054144474 -0.0031821919 0.0064443320
## club_position.CAM -0.0381723356 -0.0070996936 -0.0007882367
## club_position.CB 0.0260074838 0.0427024246 0.0175674531
## club_position.CDM -0.0080149518 0.0339326941 -0.0095011715
## club_position.CF -0.0123235098 0.0039926003 0.0105408757
## club_position.CM -0.0097951494 0.0163148542 -0.0096612058
## club_position.LAM -0.0108970754 -0.0066347394 -0.0043473891
## club_position.LB -0.0090489368 0.0202160170 -0.0989411563
## club_position.LCB 0.0421158756 0.0835782218 0.0146713236
## club_position.LCM -0.0251360924 0.0236842836 -0.0312064658
## club_position.LDM -0.0135323050 0.0294884674 -0.0220055935
## club_position.LF -0.0100884976 -0.0098571792 -0.0018336644
## club_position.LM -0.0312289385 -0.0268426545 -0.0187748806
## club_position.LS -0.0202812450 -0.0151955092 0.0851167276
## club_position.LW -0.0247171096 -0.0223381976 0.0028071664
## club_position.LWB -0.0021296910 0.0042327685 -0.0384773298
## club_position.RAM -0.0088400019 -0.0059399550 0.0016090297
## club_position.RB -0.0031804491 0.0232058133 -0.0790070313
## club_position.RCB 0.0464856238 0.0842000156 0.0219368366
## club_position.RCM -0.0240259387 0.0269908801 -0.0290016579
## club_position.RDM -0.0107714374 0.0323460582 -0.0140959940
## club_position.RES 0.0539129655 -0.0728651083 -0.0139328162
## club_position.RF -0.0124106598 -0.0051097380 0.0052473928
## club_position.RM -0.0319233155 -0.0253110129 -0.0213304771
## club_position.RS -0.0192622750 -0.0163223821 0.0854879784
## club_position.RW -0.0260799101 -0.0247190772 0.0022893018
## club_position.RWB -0.0002492467 0.0022949943 -0.0331733381
## club_position.ST -0.0284723976 -0.0132453626 0.1605843683
## club_position.SUB 0.0113560566 -0.0378550215 0.0166143196
## club_contract_valid_until.2021 0.0243408058 -0.0140121168 0.0088518756
## club_contract_valid_until.2022 0.0209229501 -0.0040660518 0.0166874931
## club_contract_valid_until.2023 -0.0058835511 0.0037056837 -0.0029546486
## club_contract_valid_until.2024 -0.0279224814 0.0120361271 -0.0110832780
## club_contract_valid_until.2025 -0.0041620250 -0.0063813285 -0.0175768311
## club_contract_valid_until.2026 -0.0194935601 0.0107701277 -0.0031041824
## club_contract_valid_until.2027 -0.0106032279 0.0065414909 -0.0029158974
## club_contract_valid_until.2028 -0.0045316977 0.0022275218 0.0077663811
## club_contract_valid_until.2031 -0.0015706987 0.0034566921 -0.0010358217
## preferred_foot.Left -0.0090343754 0.0007952113 -0.0963628783
## preferred_foot.Right 0.0090343754 -0.0007952113 0.0963628783
## weak_foot.1 0.0027628848 0.0021631003 -0.0019694051
## weak_foot.2 0.0557904631 0.0102910313 -0.0241069594
## weak_foot.3 0.0190296416 -0.0059104221 -0.0138136034
## weak_foot.4 -0.0753249418 -0.0034102094 0.0396278980
## weak_foot.5 -0.0279501650 -0.0002692393 0.0131708837
## skill_moves.2 0.1684216027 0.0428493131 -0.0052587453
## skill_moves.3 -0.1189752981 -0.0367886553 0.0032937273
## skill_moves.4 -0.0965017090 -0.0154140470 0.0021232782
## skill_moves.5 -0.0334937117 0.0060872084 0.0084828752
## international_reputation.1 0.1005227218 -0.1157581657 -0.0442155149
## international_reputation.2 -0.0739443729 0.0906467620 0.0338358662
## international_reputation.3 -0.0567863113 0.0619715937 0.0183831952
## international_reputation.4 -0.0377681671 0.0322932679 0.0209135288
## international_reputation.5 -0.0181612105 0.0100857893 0.0216787759
## work_rate.High.High -0.0444013184 0.0350715243 -0.0287564178
## work_rate.High.Low -0.0324774843 -0.0548941689 0.0673350685
## work_rate.High.Medium -0.0615697746 -0.0424016378 -0.0429268453
## work_rate.Low.High 0.0357293721 0.0574821745 0.0100817236
## work_rate.Low.Low 0.0020863589 -0.0071625860 0.0250055681
## work_rate.Low.Medium 0.0445757264 0.0472535282 0.0167625420
## work_rate.Medium.High 0.0248348048 0.0937149552 -0.0236748671
## work_rate.Medium.Low -0.0257285176 -0.0527020518 0.0952552963
## work_rate.Medium.Medium 0.0548247091 -0.0297962392 -0.0154419226
## body_type.Lean..170.. -0.0104412836 -0.0585434667 -0.0746394644
## body_type.Lean..170.185. -0.0192703897 -0.0724961350 -0.1042329056
## body_type.Lean..185.. 0.0337981446 0.0361442910 0.0768356170
## body_type.Normal..170.. -0.0223752564 -0.0471800517 -0.0784276526
## body_type.Normal..170.185. -0.0230477131 -0.0189160345 -0.0661645971
## body_type.Normal..185.. 0.0590165745 0.1051167555 0.1752175995
## body_type.Stocky..170.. -0.0128703494 -0.0099449994 -0.0252930661
## body_type.Stocky..170.185. -0.0140986353 0.0083451009 0.0290059758
## body_type.Stocky..185.. 0.0123307819 0.0298229428 0.0856482238
## body_type.Unique -0.0540733586 0.0486498529 0.0200177928
## real_face.No 0.0920339229 -0.1109631095 -0.0290151620
## real_face.Yes -0.0920339229 0.1109631095 0.0290151620
## pace -0.1127208694 -0.1316368832 -0.1436364892
## shooting -0.2094593063 -0.0531044142 0.1532115703
## passing -0.2113417414 0.0803080874 -0.0855000252
## dribbling -0.2267223239 -0.0090012007 -0.0480434237
## defending 0.0351587499 0.2663839252 -0.2017727714
## physic -0.0170502632 0.2514538739 0.1061270196
## attacking_crossing -0.1793422587 0.0181141844 -0.1480118392
## attacking_finishing -0.1935359950 -0.0881194984 0.1628613340
## attacking_heading_accuracy -0.0080177013 0.1988668518 0.2041335085
## attacking_short_passing -0.1778109095 0.1372047500 -0.0557069334
## attacking_volleys -0.1922517067 -0.0484389447 0.1555291056
## skill_dribbling -0.2160806462 -0.0337547925 -0.0305602297
## skill_curve -0.2026445998 -0.0045539612 -0.0223901968
## skill_fk_accuracy -0.1778219062 0.0096261641 -0.0135409633
## skill_long_passing -0.1445624027 0.1489728755 -0.1191095050
## skill_ball_control -0.2124269411 0.0531681802 -0.0018146481
## movement_acceleration -0.1175239605 -0.1401050013 -0.1606295490
## movement_sprint_speed -0.1018903669 -0.1166138895 -0.1209059639
## movement_agility -0.1607881800 -0.1114698191 -0.1609051728
## movement_reactions -0.1545379387 0.1760789240 0.0289189002
## movement_balance -0.1201030219 -0.1233823571 -0.2263700932
## power_shot_power -0.1878740771 0.0259938502 0.1422141489
## power_jumping 0.0003918130 0.1235354123 0.0303766908
## power_stamina -0.0894928952 0.1299890147 -0.0936728613
## power_strength 0.0234942689 0.2125792632 0.2159723437
## power_long_shots -0.2041421177 -0.0220637903 0.0993071185
## mentality_aggression -0.0228790187 0.2438551728 -0.0300768215
## mentality_interceptions 0.0266312111 0.2550434819 -0.2088901009
## mentality_positioning -0.2048329166 -0.0557129548 0.0700645307
## mentality_vision -0.2075734571 0.0167230127 -0.0149648946
## mentality_penalties -0.1674505774 -0.0408515539 0.1779894828
## mentality_composure -0.1720891639 0.1427291730 0.0480232056
## defending_marking_awareness 0.0314190055 0.2545826898 -0.2042384260
## defending_standing_tackle 0.0409206672 0.2481090276 -0.2241134488
## defending_sliding_tackle 0.0493854638 0.2399668171 -0.2342600680
## goalkeeping_diving -0.0065675978 0.0177173669 0.0126901189
## goalkeeping_handling -0.0082381178 0.0156024110 0.0064644747
## goalkeeping_kicking -0.0116275353 0.0161235166 0.0194708790
## goalkeeping_positioning -0.0084487495 0.0157045535 0.0163595779
## goalkeeping_reflexes -0.0094784456 0.0155374381 0.0128589266
## PC4 PC5 PC6
## potential 2.282243e-01 -0.0483003939 0.0353892945
## value_eur 3.342707e-01 0.0039739611 0.0246670833
## wage_eur 3.181255e-01 0.0306240023 0.0154242067
## age -2.020800e-01 0.0257600624 -0.0475832023
## height_cm 3.347830e-02 -0.0885552667 -0.0855216297
## weight_kg -1.564858e-02 -0.1132869498 -0.0696670500
## league_level.1 8.497037e-02 0.1116154993 0.0506521801
## league_level.2 -5.642899e-02 -0.0507070523 -0.0396881909
## league_level.3 -4.096179e-02 -0.0831216307 -0.0177626582
## league_level.4 -3.652476e-02 -0.0514137735 -0.0183089998
## league_level.5 -8.838550e-03 -0.0197514513 -0.0090216833
## club_position.CAM -1.753362e-02 0.0459252155 -0.0057608567
## club_position.CB 3.414058e-03 -0.0033370267 0.0210030827
## club_position.CDM -3.758818e-02 0.0412670355 0.0347274791
## club_position.CF 4.016504e-02 0.0111686839 0.0070139770
## club_position.CM -3.821794e-02 0.0327721709 0.0262658364
## club_position.LAM -1.865590e-03 0.0105829332 0.0016463371
## club_position.LB -1.180379e-02 -0.0963306088 -0.2321196701
## club_position.LCB 2.365348e-02 -0.0356485452 -0.0968309832
## club_position.LCM -7.262413e-02 0.0717177482 0.0210584429
## club_position.LDM -5.076514e-02 0.0418867648 0.0244268405
## club_position.LF 2.636712e-03 0.0005132193 0.0168536977
## club_position.LM 2.548139e-03 -0.0303452456 -0.0339958741
## club_position.LS -7.652548e-03 -0.0581723008 0.0082965650
## club_position.LW 2.885050e-02 -0.0284803100 0.0114098370
## club_position.LWB -1.683090e-02 -0.0421955957 -0.1140147409
## club_position.RAM -3.163380e-03 -0.0061664102 -0.0085930780
## club_position.RB -1.095097e-02 -0.1055195007 0.1373435851
## club_position.RCB 3.042425e-02 -0.0320161977 0.0904762674
## club_position.RCM -7.847181e-02 0.0442627020 0.0704481594
## club_position.RDM -4.668460e-02 0.0414876447 0.0590939460
## club_position.RES 9.347988e-02 0.1312403232 0.0074518383
## club_position.RF -4.516254e-03 0.0038572148 -0.0131747891
## club_position.RM -4.625754e-03 -0.0297365912 0.0032768265
## club_position.RS -4.069212e-03 -0.0479055444 0.0053027587
## club_position.RW 2.885948e-02 -0.0292327614 -0.0166972115
## club_position.RWB -7.208734e-03 -0.0494416631 0.0528470344
## club_position.ST 9.143364e-03 -0.0868629498 0.0063205194
## club_position.SUB -2.057423e-03 0.0156816687 -0.0184186885
## club_contract_valid_until.2021 -5.212908e-02 0.0748415366 -0.0007513207
## club_contract_valid_until.2022 -1.018361e-01 0.0393870156 -0.0225710094
## club_contract_valid_until.2023 1.977071e-02 -0.0603148521 -0.0079681550
## club_contract_valid_until.2024 4.883518e-02 -0.0326063153 0.0207166407
## club_contract_valid_until.2025 1.092681e-01 -0.0017537907 0.0218640771
## club_contract_valid_until.2026 4.490722e-02 -0.0206865082 0.0052512346
## club_contract_valid_until.2027 4.516070e-02 -0.0048146013 -0.0063050924
## club_contract_valid_until.2028 1.464690e-02 -0.0149083073 -0.0014750456
## club_contract_valid_until.2031 -4.947922e-03 0.0029515312 0.0079990269
## preferred_foot.Left 9.485546e-03 -0.0431122158 -0.5941067813
## preferred_foot.Right -9.485546e-03 0.0431122158 0.5941067813
## weak_foot.1 1.812280e-03 -0.0011648359 -0.0328051646
## weak_foot.2 6.342016e-02 -0.0269479819 -0.2073097736
## weak_foot.3 -7.555616e-02 0.0293132194 0.1511436753
## weak_foot.4 1.898919e-02 -0.0072411497 0.0278647516
## weak_foot.5 3.577052e-02 -0.0068603608 -0.0026356119
## skill_moves.2 6.969816e-02 0.0363007872 0.0200652665
## skill_moves.3 -1.537941e-01 -0.0681597230 -0.0084876865
## skill_moves.4 1.272203e-01 0.0530351646 -0.0225115329
## skill_moves.5 1.300412e-01 0.0255673785 -0.0033787698
## international_reputation.1 -2.496906e-01 -0.1207635505 0.0112885906
## international_reputation.2 1.283001e-01 0.0923342202 -0.0108858836
## international_reputation.3 1.979986e-01 0.0646951753 -0.0061371404
## international_reputation.4 1.791276e-01 0.0448102519 0.0047092655
## international_reputation.5 9.214630e-02 0.0043058493 0.0009663033
## work_rate.High.High -2.886595e-02 -0.0923690831 0.0554406772
## work_rate.High.Low 1.876757e-02 -0.0262912583 0.0005220599
## work_rate.High.Medium 1.375893e-02 -0.1657380209 -0.0692498276
## work_rate.Low.High 9.590072e-03 0.0244493219 0.0244017968
## work_rate.Low.Low 2.663889e-03 0.0292982069 -0.0137164955
## work_rate.Low.Medium 1.728958e-02 0.0327332489 -0.0165488421
## work_rate.Medium.High -4.069013e-02 0.0029022719 0.0659826584
## work_rate.Medium.Low -8.275648e-05 0.0346473705 -0.0498475616
## work_rate.Medium.Medium 1.168180e-02 0.1545638800 0.0073449626
## body_type.Lean..170.. 2.425071e-02 0.0603869003 0.0269370551
## body_type.Lean..170.185. 2.965294e-02 0.0740927993 -0.0023834349
## body_type.Lean..185.. 3.730322e-02 -0.0084853825 -0.0161532623
## body_type.Normal..170.. -7.495722e-03 0.0609303824 0.0332859864
## body_type.Normal..170.185. -9.733066e-02 -0.0353814191 0.0401938628
## body_type.Normal..185.. 1.318454e-02 -0.0513824452 -0.0666203815
## body_type.Stocky..170.. -1.833319e-02 -0.0040727488 0.0074577319
## body_type.Stocky..170.185. -3.274464e-02 -0.0682486392 0.0101728682
## body_type.Stocky..185.. -8.253285e-03 -0.0328780066 -0.0202241879
## body_type.Unique 2.835014e-01 0.0237906772 0.0065878365
## real_face.No -2.273132e-01 -0.0997169221 0.0248029597
## real_face.Yes 2.273132e-01 0.0997169221 -0.0248029597
## pace 1.221428e-01 -0.3486846334 0.0416548018
## shooting -7.631520e-02 0.0187706167 -0.0021435329
## passing -8.660787e-02 0.0985589850 -0.0218544548
## dribbling -1.410458e-02 -0.0199849704 0.0083260978
## defending -4.809874e-02 0.0149630882 0.0121918158
## physic -8.647042e-02 -0.2406373335 0.0229050218
## attacking_crossing -6.190644e-02 0.0009275995 -0.0939350565
## attacking_finishing -5.157692e-02 0.0025291473 0.0099734729
## attacking_heading_accuracy 1.854869e-02 -0.1328658189 0.0070895877
## attacking_short_passing -5.054992e-02 0.0924672957 0.0280334307
## attacking_volleys -4.580401e-02 0.0312906942 -0.0114178750
## skill_dribbling -1.657168e-02 -0.0141163096 -0.0116451284
## skill_curve -7.850700e-02 0.0660306683 -0.0758865508
## skill_fk_accuracy -1.236792e-01 0.1436178785 -0.0783376692
## skill_long_passing -9.546444e-02 0.1499512613 0.0176076924
## skill_ball_control -1.703852e-02 0.0202424324 0.0063206322
## movement_acceleration 1.066013e-01 -0.3029328479 0.0451191567
## movement_sprint_speed 1.275289e-01 -0.3653389686 0.0361954920
## movement_agility 3.606698e-03 -0.1306478021 0.0513666700
## movement_reactions 1.715533e-02 -0.0429817129 0.0239524697
## movement_balance 5.780502e-03 -0.0044038617 0.0835182804
## power_shot_power -8.677065e-02 0.0174273957 -0.0166327195
## power_jumping 1.852602e-03 -0.2609985889 0.0865614836
## power_stamina -9.513882e-02 -0.2547297686 0.0704742758
## power_strength -5.947492e-02 -0.1969258237 -0.0211964533
## power_long_shots -1.118017e-01 0.0510381000 -0.0101349690
## mentality_aggression -7.224082e-02 -0.0851515708 0.0387145138
## mentality_interceptions -5.981756e-02 0.0248619533 0.0144885007
## mentality_positioning -6.052160e-02 -0.0277234904 -0.0077951336
## mentality_vision -8.736805e-02 0.1058597440 0.0109111777
## mentality_penalties -6.115447e-02 0.0575992908 -0.0185326260
## mentality_composure -2.519821e-02 0.0103599893 0.0062221864
## defending_marking_awareness -4.988966e-02 0.0182558443 0.0130500233
## defending_standing_tackle -4.442024e-02 0.0302477089 0.0096775793
## defending_sliding_tackle -4.068163e-02 0.0228045202 0.0074451177
## goalkeeping_diving -3.893025e-02 -0.0008164660 -0.0097971185
## goalkeeping_handling -4.323982e-02 -0.0056881658 -0.0105451916
## goalkeeping_kicking -3.880585e-02 -0.0101381019 0.0149503303
## goalkeeping_positioning -4.228460e-02 -0.0008204176 0.0082242910
## goalkeeping_reflexes -4.107667e-02 -0.0031428073 -0.0216033980
## PC7 PC8 PC9
## potential -0.177466540 0.2357591153 -0.1277018275
## value_eur -0.019226382 -0.0099760867 0.0858473712
## wage_eur -0.009083258 -0.0526509777 0.1057008976
## age 0.229179924 -0.2330966314 0.1150100555
## height_cm -0.157622953 0.1163451397 -0.0835936960
## weight_kg -0.039595112 0.0660785848 -0.0031039707
## league_level.1 0.481243250 0.3897144119 0.0416356656
## league_level.2 -0.410320056 -0.2019402664 -0.0794010609
## league_level.3 -0.194303139 -0.2242019525 0.0067643870
## league_level.4 -0.088897348 -0.2286838957 0.0407795205
## league_level.5 -0.020594928 -0.0382426951 0.0181980523
## club_position.CAM -0.004235666 -0.0092346751 -0.0561291337
## club_position.CB 0.013882728 -0.0294957534 -0.0058792408
## club_position.CDM -0.035134787 0.0087261993 -0.0248683549
## club_position.CF 0.028301846 -0.0371649954 0.0049841082
## club_position.CM -0.019920868 -0.0221510934 -0.0033763020
## club_position.LAM -0.006657444 0.0172731977 -0.0388662700
## club_position.LB 0.040605516 0.0013746010 0.0937414364
## club_position.LCB 0.018820322 0.0218625448 0.0111776645
## club_position.LCM -0.026774974 -0.0001892438 -0.0210285197
## club_position.LDM -0.023743913 -0.0014290007 -0.0031922860
## club_position.LF -0.001868726 -0.0078520869 -0.0220975773
## club_position.LM 0.026256019 -0.0139237301 -0.0448737977
## club_position.LS 0.021885037 0.0024001876 -0.0074123079
## club_position.LW 0.009653765 -0.0152278471 0.0073606573
## club_position.LWB 0.004739028 -0.0465336992 0.0276210090
## club_position.RAM 0.001981979 0.0230871204 -0.0283919662
## club_position.RB 0.037887594 -0.0376388586 0.0202632489
## club_position.RCB 0.022264365 -0.0089995446 -0.0694099426
## club_position.RCM -0.032432621 0.0106689103 -0.0066481115
## club_position.RDM -0.027500473 0.0009218151 -0.0112174907
## club_position.RES -0.106916464 0.0512978656 -0.0687085159
## club_position.RF 0.011785538 -0.0228769110 -0.0111082559
## club_position.RM 0.023813422 -0.0147521291 -0.0374681735
## club_position.RS 0.029156412 -0.0100288080 0.0111601699
## club_position.RW 0.022340249 -0.0382346207 -0.0109503014
## club_position.RWB -0.006202592 -0.0427603894 -0.0155074483
## club_position.ST 0.030385971 0.0043836639 0.0544690272
## club_position.SUB 0.029485835 0.0131537769 0.0816442539
## club_contract_valid_until.2021 0.332235052 0.0470481110 0.0814312075
## club_contract_valid_until.2022 -0.012481632 -0.3402517582 0.1144254431
## club_contract_valid_until.2023 -0.153236588 -0.0078683963 -0.0582677398
## club_contract_valid_until.2024 -0.065338441 0.2436305262 -0.0821591384
## club_contract_valid_until.2025 -0.016334128 0.1520499073 -0.0735909322
## club_contract_valid_until.2026 -0.018582016 0.1100247133 -0.0242315309
## club_contract_valid_until.2027 -0.009132667 0.0098114752 -0.0009240509
## club_contract_valid_until.2028 0.010981506 -0.0053247364 -0.0203314266
## club_contract_valid_until.2031 -0.010787604 0.0204774369 -0.0060141658
## preferred_foot.Left -0.005768381 0.0819141888 0.1266515781
## preferred_foot.Right 0.005768381 -0.0819141888 -0.1266515781
## weak_foot.1 0.024566007 0.0044285545 -0.0159065684
## weak_foot.2 0.160793059 -0.1126051521 -0.3694777933
## weak_foot.3 -0.226856394 0.2145109117 0.5834415996
## weak_foot.4 0.117060779 -0.1557639115 -0.3512625194
## weak_foot.5 0.018528124 -0.0195430203 -0.0565340745
## skill_moves.2 -0.001491653 0.0197754259 0.0529835864
## skill_moves.3 -0.024070241 -0.0071622430 -0.0073560074
## skill_moves.4 0.044226545 -0.0067686428 -0.1134217119
## skill_moves.5 0.020806678 -0.0810607883 0.1015678576
## international_reputation.1 -0.054503953 0.1160161117 -0.0267870285
## international_reputation.2 0.050239318 -0.0555781445 -0.0514885982
## international_reputation.3 0.022567064 -0.0942760996 0.0721241338
## international_reputation.4 -0.004608620 -0.0865476601 0.1428600175
## international_reputation.5 0.014751704 -0.0665305530 0.1007425930
## work_rate.High.High 0.034349230 -0.0256062828 -0.0058612783
## work_rate.High.Low 0.103865396 -0.0056796232 -0.0062363342
## work_rate.High.Medium 0.047516045 -0.0539039092 -0.0049319447
## work_rate.Low.High 0.075189029 -0.0559645198 -0.0059266488
## work_rate.Low.Low 0.025899535 -0.0373292162 -0.0247024609
## work_rate.Low.Medium 0.049983875 -0.0262170060 -0.0741323134
## work_rate.Medium.High 0.035803542 -0.0303412459 -0.0010678463
## work_rate.Medium.Low 0.037443695 -0.0181181095 -0.0258535370
## work_rate.Medium.Medium -0.181681373 0.1166605182 0.0498270267
## body_type.Lean..170.. 0.056675261 -0.0323859196 -0.0101186460
## body_type.Lean..170.185. -0.108925366 0.0264633800 -0.1462359646
## body_type.Lean..185.. -0.140515720 0.0842652589 -0.0762055621
## body_type.Normal..170.. 0.094214902 -0.0526706940 0.0235246597
## body_type.Normal..170.185. 0.125651305 -0.0605062977 0.2032561963
## body_type.Normal..185.. -0.041917905 0.0787439015 -0.0931035316
## body_type.Stocky..170.. 0.043015047 -0.0221732903 0.0069178726
## body_type.Stocky..170.185. 0.057930614 -0.0313356779 -0.0104658711
## body_type.Stocky..185.. -0.001652671 -0.0231541585 0.0138373448
## body_type.Unique 0.001667211 -0.1155693889 0.1952592544
## real_face.No 0.013481717 0.1836438806 -0.0384622821
## real_face.Yes -0.013481717 -0.1836438806 0.0384622821
## pace 0.003303555 0.0378562866 -0.0065209158
## shooting -0.012866408 0.0252801206 0.0113014326
## passing -0.044140651 0.0347341043 -0.0267021134
## dribbling -0.042816305 0.0428982287 -0.0164971900
## defending -0.014820965 0.0097197268 -0.0217707930
## physic 0.040586239 0.0108485129 0.0270787145
## attacking_crossing 0.003677674 -0.0207246606 0.0151982409
## attacking_finishing -0.015131845 0.0267697102 0.0133169429
## attacking_heading_accuracy 0.023472983 0.0560711140 0.0221240749
## attacking_short_passing -0.061954835 0.0847583818 -0.0473441302
## attacking_volleys 0.009306476 -0.0019829537 -0.0032021592
## skill_dribbling -0.057352904 0.0559571846 -0.0148100376
## skill_curve -0.009310287 -0.0133284120 -0.0122691455
## skill_fk_accuracy -0.001354147 -0.0278980787 -0.0069771942
## skill_long_passing -0.061104498 0.0579858853 -0.0481094113
## skill_ball_control -0.057042778 0.0813867056 -0.0302509612
## movement_acceleration 0.004447354 0.0204733893 -0.0070075183
## movement_sprint_speed 0.002262992 0.0498989333 -0.0055544708
## movement_agility 0.017152783 -0.0572901354 0.0026685201
## movement_reactions 0.012345311 0.0264877638 -0.0124165654
## movement_balance 0.051180739 -0.1169415884 0.0420609891
## power_shot_power -0.018733262 0.0338677874 -0.0018259587
## power_jumping 0.097616312 -0.0922659679 0.0704532715
## power_stamina 0.029932933 -0.0023114462 0.0141060395
## power_strength 0.022479811 0.0324089565 0.0245250820
## power_long_shots -0.011893769 0.0194751857 0.0105374200
## mentality_aggression 0.041228453 -0.0144363552 0.0101646550
## mentality_interceptions -0.007619568 0.0008112448 -0.0194565569
## mentality_positioning 0.005492262 0.0140050301 0.0331418286
## mentality_vision -0.053271620 0.0218145768 -0.0216969914
## mentality_penalties 0.010763453 -0.0018027334 0.0207912298
## mentality_composure -0.002589615 0.0187370099 -0.0307712235
## defending_marking_awareness -0.008109459 -0.0023796975 -0.0216959414
## defending_standing_tackle -0.027085520 0.0137023043 -0.0286150073
## defending_sliding_tackle -0.024477090 0.0138457732 -0.0181617091
## goalkeeping_diving 0.043706318 -0.0502815553 0.0298944284
## goalkeeping_handling 0.019404152 -0.0565386541 0.0207090229
## goalkeeping_kicking 0.052485080 -0.0410848387 0.0341859578
## goalkeeping_positioning 0.031488831 -0.0375299754 0.0249358937
## goalkeeping_reflexes 0.055958836 -0.0432131478 0.0547288418
## PC10 PC11 PC12
## potential 0.0140138590 0.0304151484 -0.071661065
## value_eur -0.1624555671 0.0058845604 0.028553092
## wage_eur -0.1177937360 -0.0109816203 0.049305240
## age 0.0122206534 0.0268398773 0.038672820
## height_cm -0.0097896277 -0.0126373839 0.035350423
## weight_kg -0.0135419707 -0.0803956409 -0.003350914
## league_level.1 0.0104542854 0.0359503828 -0.019915126
## league_level.2 0.0282696909 -0.0255059104 -0.027694628
## league_level.3 -0.0339264575 -0.0665844325 0.036081154
## league_level.4 -0.0332806292 0.0452547572 0.049897748
## league_level.5 -0.0010454483 0.0411669558 0.010252451
## club_position.CAM -0.0515012026 0.0367376049 -0.052403566
## club_position.CB -0.0045394524 0.0761251794 -0.013946071
## club_position.CDM -0.0737945238 0.0241278979 -0.007256055
## club_position.CF -0.0597143428 -0.0294794221 0.008143404
## club_position.CM -0.0029901084 0.0088412876 -0.028030631
## club_position.LAM -0.0301568065 0.0180032011 -0.012380514
## club_position.LB -0.0052208085 0.0147568961 -0.105602502
## club_position.LCB -0.0223716311 0.0810467683 -0.091283812
## club_position.LCM -0.0898705003 0.0006098281 -0.049535717
## club_position.LDM -0.0499618435 0.0315258366 -0.020211873
## club_position.LF -0.0099693176 0.0161832899 -0.018018684
## club_position.LM 0.0157125477 0.0372857909 -0.085549322
## club_position.LS 0.0323960922 0.0402222247 -0.093219284
## club_position.LW -0.0837517420 0.0592295543 -0.001669941
## club_position.LWB -0.0061211131 0.0251609849 -0.039673486
## club_position.RAM -0.0346193616 -0.0069665664 -0.021314589
## club_position.RB 0.0293056049 -0.0391549262 -0.106531899
## club_position.RCB -0.0130608602 0.0870603219 -0.060005147
## club_position.RCM -0.1046333993 0.0283947855 -0.034563549
## club_position.RDM -0.0499608909 -0.0029147411 -0.028661524
## club_position.RES -0.0654347363 0.1235409181 -0.422825757
## club_position.RF -0.0183076845 -0.0009422883 -0.028809630
## club_position.RM -0.0039297728 0.0641912209 -0.067772616
## club_position.RS -0.0120504488 0.0130053410 -0.078438969
## club_position.RW -0.0505057253 0.0519284807 -0.014872305
## club_position.RWB 0.0043329419 0.0086535859 -0.012690257
## club_position.ST -0.0409955404 0.0430569235 -0.110779515
## club_position.SUB 0.2158775298 -0.2866002412 0.651607922
## club_contract_valid_until.2021 -0.0018359328 -0.0045512873 0.079985976
## club_contract_valid_until.2022 -0.0414262691 0.1050555165 -0.143985120
## club_contract_valid_until.2023 0.0462504772 -0.0304466349 0.114360774
## club_contract_valid_until.2024 -0.0174978272 -0.0757448617 0.013580608
## club_contract_valid_until.2025 0.0349861495 -0.0500286254 -0.039339804
## club_contract_valid_until.2026 -0.0092884913 0.0385644927 -0.002622758
## club_contract_valid_until.2027 -0.0415323383 0.0139247189 0.010616323
## club_contract_valid_until.2028 0.0435971539 0.0094071200 -0.037995420
## club_contract_valid_until.2031 -0.0173333638 0.0274518688 0.007835526
## preferred_foot.Left 0.0037091738 0.0237917367 -0.021639249
## preferred_foot.Right -0.0037091738 -0.0237917367 0.021639249
## weak_foot.1 -0.0053278703 -0.0310643765 0.019103736
## weak_foot.2 -0.1156562365 -0.1198429285 -0.009143894
## weak_foot.3 0.1605955696 0.2000918399 -0.023529212
## weak_foot.4 -0.0617159208 -0.1168592747 0.036803482
## weak_foot.5 -0.0729069620 -0.0412362282 0.004128110
## skill_moves.2 -0.1085946028 -0.0330335765 -0.045974697
## skill_moves.3 0.1423111938 0.0166614271 0.064568461
## skill_moves.4 -0.0101134353 0.0286024317 -0.051832504
## skill_moves.5 -0.2114232032 0.0201178184 0.082862503
## international_reputation.1 -0.2556209890 0.0302920534 0.100821337
## international_reputation.2 0.4190767445 -0.0310892051 -0.154393306
## international_reputation.3 -0.0764248239 -0.0019650841 0.016699272
## international_reputation.4 -0.2774880723 -0.0174829302 0.094767634
## international_reputation.5 -0.2051999275 0.0207255380 0.079682834
## work_rate.High.High -0.0103631831 -0.0294715204 -0.015779444
## work_rate.High.Low 0.0012236371 0.0742251467 -0.017365766
## work_rate.High.Medium 0.0512127659 0.2433660611 0.037905742
## work_rate.Low.High 0.0464489087 0.0981063076 -0.029748234
## work_rate.Low.Low -0.0192207392 0.0177929535 0.013998926
## work_rate.Low.Medium 0.0079288479 0.0946426791 0.063326651
## work_rate.Medium.High -0.0247032800 0.2006157042 0.065790403
## work_rate.Medium.Low 0.0242982016 0.0966931067 0.027485197
## work_rate.Medium.Medium -0.0477173531 -0.4483265856 -0.081469034
## body_type.Lean..170.. 0.0364061268 0.1261313772 0.032203882
## body_type.Lean..170.185. 0.0524477872 0.2956986463 0.186666550
## body_type.Lean..185.. 0.0052041460 0.0263366847 0.065413060
## body_type.Normal..170.. 0.0177575998 0.1311085287 0.040510552
## body_type.Normal..170.185. -0.0286989484 -0.4974557172 -0.300539024
## body_type.Normal..185.. 0.0196021087 0.1189670372 0.054132947
## body_type.Stocky..170.. 0.0036230331 0.0524352195 0.009653608
## body_type.Stocky..170.185. -0.0039142690 0.0560386459 0.030355847
## body_type.Stocky..185.. 0.0107784996 0.0254917704 -0.014718098
## body_type.Unique -0.3188808185 0.0017056949 0.117817236
## real_face.No -0.3101477405 0.0344737200 0.024445997
## real_face.Yes 0.3101477405 -0.0344737200 -0.024445997
## pace 0.0380023273 -0.0265901220 -0.009588906
## shooting -0.0308201395 -0.0052970694 -0.009250394
## passing -0.0364791587 -0.0085359707 0.015673374
## dribbling 0.0073538682 -0.0058491647 0.004649146
## defending -0.0045567653 -0.0045696448 0.008877181
## physic -0.0394192685 -0.0264894664 0.001593151
## attacking_crossing 0.0102077139 -0.0395724654 -0.001950816
## attacking_finishing -0.0259659405 -0.0010279470 -0.005704490
## attacking_heading_accuracy 0.0411489630 0.0125619480 -0.040660863
## attacking_short_passing -0.0325841333 0.0028767245 0.013253271
## attacking_volleys -0.0160283963 -0.0075261135 -0.013096079
## skill_dribbling 0.0109717637 -0.0149843922 0.003265197
## skill_curve -0.0196056002 -0.0154305776 -0.004649043
## skill_fk_accuracy -0.0752440034 -0.0024912527 -0.006227358
## skill_long_passing -0.0600735380 0.0139727922 0.031313465
## skill_ball_control -0.0017285898 -0.0021480782 0.007497806
## movement_acceleration 0.0301510233 -0.0216683784 -0.013164439
## movement_sprint_speed 0.0418351921 -0.0286209911 -0.005892664
## movement_agility 0.0106757453 0.0074002260 0.015338513
## movement_reactions 0.0082220626 0.0148687867 -0.012217818
## movement_balance 0.0027846589 -0.0097575935 -0.018168604
## power_shot_power -0.0226042809 -0.0043464515 -0.016279135
## power_jumping 0.0610581568 -0.0114333342 -0.057447265
## power_stamina -0.0847456437 0.0130071730 0.016288333
## power_strength -0.0289999556 -0.0472400566 0.002407978
## power_long_shots -0.0468713172 -0.0119286816 -0.002818547
## mentality_aggression 0.0003650386 0.0033282325 -0.003520096
## mentality_interceptions -0.0137048143 -0.0066217080 0.013069441
## mentality_positioning -0.0074654856 -0.0231970048 -0.005425721
## mentality_vision -0.0450170796 -0.0002166111 0.028374311
## mentality_penalties -0.0319603472 0.0039271142 -0.036462110
## mentality_composure 0.0024757032 0.0397809816 0.011252338
## defending_marking_awareness -0.0020113524 -0.0003101846 0.014149859
## defending_standing_tackle -0.0097485092 -0.0074879653 0.010236501
## defending_sliding_tackle -0.0029388515 -0.0103243034 0.006239633
## goalkeeping_diving 0.0157856380 0.0211401332 -0.014800994
## goalkeeping_handling 0.0314960411 -0.0001255691 0.009539927
## goalkeeping_kicking -0.0051568806 0.0206853116 -0.011892676
## goalkeeping_positioning 0.0429344145 0.0498304287 0.016979666
## goalkeeping_reflexes 0.0242981526 0.0144705651 0.006468365
## PC13 PC14 PC15
## potential 0.0963089027 -0.0528005881 0.0910526149
## value_eur -0.0070615416 0.0236780997 0.0088614016
## wage_eur -0.0181061029 0.0345810217 0.0215191996
## age -0.0339036072 -0.0199356710 -0.1127019687
## height_cm -0.0285511057 0.1368566291 0.0191572332
## weight_kg 0.0135320865 0.0597388458 0.0191822455
## league_level.1 -0.0280856719 0.1554095067 -0.0015665606
## league_level.2 0.1003379182 -0.2200792559 0.1301543140
## league_level.3 -0.0511951713 0.0152324192 -0.1043210901
## league_level.4 -0.0613353070 0.0292949709 -0.1063847419
## league_level.5 0.0186069426 0.0162291069 0.0018625938
## club_position.CAM 0.0220152559 -0.0720358223 -0.0436501818
## club_position.CB -0.0147274183 -0.0564770600 -0.0493072662
## club_position.CDM -0.0110652446 -0.0286425183 0.0473566268
## club_position.CF 0.0008421945 -0.0429581776 -0.0350730058
## club_position.CM -0.0537632681 -0.0077640689 -0.0036126944
## club_position.LAM 0.0370846612 -0.0238473054 -0.0576262181
## club_position.LB -0.0950443365 0.0134606860 -0.0149400467
## club_position.LCB 0.0491880773 -0.0638530759 -0.1560782048
## club_position.LCM -0.0545811633 0.0096225052 -0.0350268862
## club_position.LDM -0.0440232246 -0.0287508673 0.0199979627
## club_position.LF 0.0308479364 0.0101321758 -0.0606583499
## club_position.LM -0.0059662466 -0.0420120076 -0.1209438519
## club_position.LS -0.0213025884 -0.0591684592 -0.0906608211
## club_position.LW -0.0016650141 0.0081249828 -0.0102461082
## club_position.LWB -0.0400458666 0.0400165143 0.0344306113
## club_position.RAM 0.0488415386 -0.0193875334 -0.0817993104
## club_position.RB -0.0711960151 0.0944657994 0.0686460809
## club_position.RCB 0.0325816743 -0.0830446301 -0.0679148392
## club_position.RCM -0.0735509138 0.0739869064 0.0078022209
## club_position.RDM -0.0627559665 -0.0137027568 0.0394337596
## club_position.RES -0.0896380534 0.1183772735 0.1279851493
## club_position.RF 0.0368860726 0.0114412697 -0.0071112242
## club_position.RM -0.0124777665 -0.0426927447 -0.0039517943
## club_position.RS -0.0546642127 -0.0357208735 -0.0236477296
## club_position.RW -0.0057534578 -0.0218064011 -0.0459990367
## club_position.RWB -0.0907492199 0.0447159667 -0.0162334448
## club_position.ST -0.0765427705 0.0202468180 0.0256582380
## club_position.SUB 0.2260040294 -0.0136510029 0.0663836836
## club_contract_valid_until.2021 -0.2077495566 -0.0417384256 -0.0179299119
## club_contract_valid_until.2022 0.4418319965 0.3740367009 -0.0416994933
## club_contract_valid_until.2023 -0.5774671984 -0.3345302503 -0.0224789426
## club_contract_valid_until.2024 0.2169454790 -0.1240009868 -0.0193913883
## club_contract_valid_until.2025 0.0506158426 0.0652668597 0.1346454822
## club_contract_valid_until.2026 0.0471820457 0.0510728285 0.0323923045
## club_contract_valid_until.2027 0.0204661636 0.0165372604 0.0462447317
## club_contract_valid_until.2028 0.0046810667 -0.0189536331 -0.0559179218
## club_contract_valid_until.2031 -0.0041996970 0.0218970025 0.0276938377
## preferred_foot.Left 0.0140377687 -0.0310702190 -0.0278884120
## preferred_foot.Right -0.0140377687 0.0310702190 0.0278884120
## weak_foot.1 0.0333617360 -0.0331261279 0.0034182931
## weak_foot.2 -0.0695562148 0.0379429217 0.1055934707
## weak_foot.3 0.0093039821 -0.0486885287 -0.0395332340
## weak_foot.4 0.0414915992 0.0360327357 -0.0635243011
## weak_foot.5 0.0467124997 -0.0234905468 0.0064641519
## skill_moves.2 0.0769484322 -0.1945860499 -0.1289232627
## skill_moves.3 -0.1688571627 0.3340120287 0.2485458372
## skill_moves.4 0.1757222634 -0.2618678293 -0.2283792057
## skill_moves.5 -0.0190020175 0.0276095584 0.0304616440
## international_reputation.1 0.0246052809 -0.0314229127 0.0680457622
## international_reputation.2 -0.0150781642 0.0282494040 -0.0914781271
## international_reputation.3 0.0050406876 -0.0122066089 0.0004350881
## international_reputation.4 -0.0411419939 0.0515253256 0.0521700895
## international_reputation.5 -0.0672510369 0.0188375616 0.0059755651
## work_rate.High.High -0.1122903581 0.0880764431 0.0222247839
## work_rate.High.Low 0.0814327468 -0.1322761478 -0.0894524291
## work_rate.High.Medium 0.0704081565 -0.0523589772 0.3075522900
## work_rate.Low.High 0.0504876892 -0.1032471331 0.0647538322
## work_rate.Low.Low -0.0695262758 0.0386589182 0.0474439389
## work_rate.Low.Medium 0.0239645521 -0.0895351667 0.1383178844
## work_rate.Medium.High 0.0310502950 -0.1221431111 0.1446948201
## work_rate.Medium.Low 0.0026175659 -0.0296777047 0.0954246970
## work_rate.Medium.Medium -0.0745380575 0.2038657808 -0.4278894130
## body_type.Lean..170.. 0.0590016514 -0.1417525356 0.0241287148
## body_type.Lean..170.185. -0.1589886451 0.2954243559 -0.2134353456
## body_type.Lean..185.. -0.0258719398 0.0431789211 0.0948767678
## body_type.Normal..170.. 0.0892880134 -0.1528419259 -0.1385757767
## body_type.Normal..170.185. 0.0481925047 -0.1838476760 0.3072371647
## body_type.Normal..185.. 0.0763866093 0.0099246860 -0.1433932921
## body_type.Stocky..170.. 0.0153938366 -0.0569382175 -0.0204921394
## body_type.Stocky..170.185. 0.0259714010 -0.0165846670 -0.0743504659
## body_type.Stocky..185.. -0.0411346821 0.0354620830 0.0144859820
## body_type.Unique -0.0634168732 0.0503238239 0.0487073494
## real_face.No 0.0709531816 -0.0253102910 -0.0632658463
## real_face.Yes -0.0709531816 0.0253102910 0.0632658463
## pace 0.0170436125 0.0582295107 -0.0720034012
## shooting -0.0132912650 -0.0008993061 0.0090685463
## passing 0.0167183138 -0.0056317530 -0.0064628120
## dribbling 0.0277272454 -0.0154473514 -0.0112805288
## defending -0.0031023166 0.0292018429 0.0112068391
## physic -0.0070099936 0.0198750258 -0.0361549125
## attacking_crossing -0.0084380954 0.0376368051 0.0005761691
## attacking_finishing -0.0175661787 0.0007456071 0.0090724389
## attacking_heading_accuracy 0.0366152470 -0.0292106412 -0.0169225397
## attacking_short_passing 0.0487762976 -0.0390407987 -0.0051557884
## attacking_volleys -0.0108233209 0.0026625324 0.0014924095
## skill_dribbling 0.0145818099 0.0083089809 0.0087918802
## skill_curve -0.0100575428 0.0151062384 0.0069241963
## skill_fk_accuracy -0.0039195489 -0.0186262362 -0.0156267345
## skill_long_passing 0.0362346373 -0.0270990052 -0.0228751784
## skill_ball_control 0.0411987171 -0.0291150401 -0.0010849861
## movement_acceleration 0.0157420209 0.0432628657 -0.0653969953
## movement_sprint_speed 0.0170956691 0.0664098095 -0.0728644136
## movement_agility 0.0138158795 -0.0098298308 -0.0813557422
## movement_reactions 0.0395556714 -0.0466263567 -0.0232371938
## movement_balance 0.0162121483 -0.0889098982 -0.0450745908
## power_shot_power 0.0047940889 -0.0134895393 0.0141768534
## power_jumping 0.0256499443 -0.0390905725 -0.1139075145
## power_stamina -0.0389656066 0.0224938117 -0.0496906273
## power_strength 0.0059906941 0.0284236078 -0.0213409965
## power_long_shots -0.0139301743 0.0032562176 0.0037862768
## mentality_aggression -0.0043983639 -0.0101371521 -0.0047577474
## mentality_interceptions -0.0046115341 0.0325129249 0.0058896322
## mentality_positioning -0.0345789483 0.0383390495 0.0146115605
## mentality_vision -0.0101368194 0.0075892787 -0.0010417526
## mentality_penalties 0.0028972123 -0.0332539899 0.0019686310
## mentality_composure 0.0506226094 -0.0476246676 -0.0336083361
## defending_marking_awareness -0.0069508978 0.0258999608 0.0050953025
## defending_standing_tackle -0.0058921379 0.0350533008 0.0199175480
## defending_sliding_tackle -0.0038832338 0.0315897858 0.0225818992
## goalkeeping_diving -0.0628164088 -0.0040239007 -0.0813651617
## goalkeeping_handling -0.0481787829 -0.0084055596 -0.0832870122
## goalkeeping_kicking -0.0703630560 -0.0177049219 -0.1209749337
## goalkeeping_positioning -0.0935193932 -0.0443440528 -0.1173878621
## goalkeeping_reflexes -0.0650816699 -0.0329540872 -0.0509788913
## PC16 PC17 PC18
## potential -0.0418593294 0.055781359 -0.0189931318
## value_eur -0.0052324616 0.010502669 -0.0332312679
## wage_eur -0.0356938003 0.010240216 -0.0303120197
## age -0.0352111473 -0.091471033 0.0591517417
## height_cm 0.1392806671 -0.136059682 -0.0209332750
## weight_kg 0.0766406980 -0.111122310 0.0375943428
## league_level.1 0.0842103367 0.029364517 0.0398237508
## league_level.2 -0.3064094422 -0.060683347 -0.0583853643
## league_level.3 0.1644681691 -0.045572310 0.0994292828
## league_level.4 0.1659456928 0.112947380 -0.1160407736
## league_level.5 0.0052535924 -0.013715469 -0.0124900000
## club_position.CAM 0.1136994672 -0.130574138 0.1096046571
## club_position.CB 0.0138906393 -0.058886732 0.0116134441
## club_position.CDM 0.0062841200 0.081389354 -0.0174140463
## club_position.CF 0.0155146741 -0.036966622 0.0533568720
## club_position.CM -0.0033836490 0.073428595 -0.0381597975
## club_position.LAM 0.0646745691 -0.006675250 -0.0265412389
## club_position.LB -0.0486866432 -0.015024315 -0.0134687355
## club_position.LCB -0.0453950239 0.012287694 0.1194739005
## club_position.LCM -0.0053336899 0.097905082 0.0188256977
## club_position.LDM -0.0130923651 0.094086200 -0.0159973358
## club_position.LF 0.0242884366 0.042965548 0.0498311067
## club_position.LM -0.0027919155 -0.116557952 0.1004035211
## club_position.LS 0.0072352989 0.033367747 -0.0491305806
## club_position.LW -0.0002478904 -0.109513709 0.0937713462
## club_position.LWB 0.0550872051 0.048557979 -0.0158362887
## club_position.RAM 0.0339254796 0.014528021 -0.0266435129
## club_position.RB -0.0026167548 -0.226816948 -0.0215732102
## club_position.RCB -0.0507376818 -0.113410451 0.1323190904
## club_position.RCM 0.0035848062 0.089676813 -0.0263955851
## club_position.RDM 0.0311828009 0.117494334 -0.1068395192
## club_position.RES -0.0284026097 0.036255877 -0.0698442272
## club_position.RF 0.0022840672 0.014953204 0.0707592798
## club_position.RM 0.0294224444 -0.142246653 0.0977496363
## club_position.RS -0.0858765241 0.083103516 -0.0393784475
## club_position.RW 0.0073603408 -0.068396655 0.1089652422
## club_position.RWB 0.0355056586 -0.074786563 -0.0191503568
## club_position.ST -0.1065305862 0.115178325 -0.0259022652
## club_position.SUB 0.0590830473 0.059914312 -0.1080287695
## club_contract_valid_until.2021 -0.1069823487 -0.190722396 0.0542375221
## club_contract_valid_until.2022 0.1255899829 0.045182021 -0.0009727461
## club_contract_valid_until.2023 0.2140208952 0.075459063 0.1314806526
## club_contract_valid_until.2024 -0.3192961108 -0.007773789 -0.0957241363
## club_contract_valid_until.2025 -0.0273838971 0.047417124 -0.1271743063
## club_contract_valid_until.2026 0.0583814062 -0.024260568 -0.0290984523
## club_contract_valid_until.2027 0.0132009842 -0.006216890 0.0878257271
## club_contract_valid_until.2028 0.0223614581 -0.032590379 -0.1039585595
## club_contract_valid_until.2031 0.0106560838 0.019123672 0.0085919938
## preferred_foot.Left 0.0010464901 0.088278392 0.0140745123
## preferred_foot.Right -0.0010464901 -0.088278392 -0.0140745123
## weak_foot.1 -0.0068976824 0.037964134 0.0637742205
## weak_foot.2 -0.1387779129 0.080962623 -0.1867811795
## weak_foot.3 0.0529646504 -0.047253377 0.0166667640
## weak_foot.4 0.0799025350 -0.033765534 0.1742131123
## weak_foot.5 -0.0010881182 0.012798306 -0.0140076156
## skill_moves.2 0.1260173304 0.068227177 -0.1773362282
## skill_moves.3 -0.2492339471 0.010112293 0.2194375837
## skill_moves.4 0.2214387512 -0.137481564 -0.0669932255
## skill_moves.5 0.0308652522 -0.071129914 -0.0150868282
## international_reputation.1 -0.1486405195 -0.022768439 0.0827542898
## international_reputation.2 0.1874618112 0.028991404 -0.1522030606
## international_reputation.3 -0.0099969002 0.004015494 0.0900549174
## international_reputation.4 -0.0139300617 0.017694450 0.0993093645
## international_reputation.5 -0.1005666483 -0.111514222 -0.1787428867
## work_rate.High.High 0.0574459378 0.276157914 0.0057423043
## work_rate.High.Low -0.0063452619 0.100001333 -0.0483356136
## work_rate.High.Medium 0.1141204015 -0.347830587 -0.0088945661
## work_rate.Low.High -0.0377190644 -0.022666725 0.0605246933
## work_rate.Low.Low 0.0238393490 0.061503363 -0.0960255009
## work_rate.Low.Medium -0.0105780256 -0.094565957 -0.0121637299
## work_rate.Medium.High 0.0936540145 0.272854458 -0.1515193484
## work_rate.Medium.Low 0.0086711952 0.046145506 -0.0092825016
## work_rate.Medium.Medium -0.1687232568 -0.052984933 0.1186674149
## body_type.Lean..170.. -0.1775142475 0.043940217 0.1077518079
## body_type.Lean..170.185. 0.0224884778 0.038067882 -0.2357274421
## body_type.Lean..185.. 0.1477549268 -0.107290058 0.0274115165
## body_type.Normal..170.. -0.1457474567 0.145324328 0.2776082284
## body_type.Normal..170.185. 0.1311453194 -0.043934209 -0.0764943885
## body_type.Normal..185.. -0.0609165775 -0.049587306 0.1639183636
## body_type.Stocky..170.. -0.1134333154 0.011898596 0.0742310083
## body_type.Stocky..170.185. -0.0939338421 0.088046329 -0.0844586328
## body_type.Stocky..185.. -0.0330120096 0.035894197 0.0324322263
## body_type.Unique -0.0597676054 -0.021045515 -0.0035158417
## real_face.No 0.1298199072 -0.019717446 -0.0944891318
## real_face.Yes -0.1298199072 0.019717446 0.0944891318
## pace 0.0249259984 -0.034612314 0.0030855829
## shooting 0.0058413786 0.047763646 -0.0339918722
## passing 0.0377973788 -0.059586500 0.0011777436
## dribbling -0.0027449235 -0.006814630 -0.0045654783
## defending -0.0023280109 -0.016424388 -0.0040122222
## physic 0.0245912491 0.053176057 -0.0017657864
## attacking_crossing 0.0473738940 -0.133339494 -0.0133801047
## attacking_finishing 0.0024344221 0.046628335 -0.0303827481
## attacking_heading_accuracy -0.0929523802 0.053532413 -0.0134784155
## attacking_short_passing -0.0025329883 -0.026281053 0.0151940496
## attacking_volleys -0.0019248060 0.039823240 -0.0256874618
## skill_dribbling 0.0167803302 -0.022871165 -0.0138050908
## skill_curve 0.0421717892 -0.058833330 -0.0060431603
## skill_fk_accuracy 0.0512036849 -0.052889033 -0.0084568319
## skill_long_passing 0.0406052329 -0.044760352 0.0237764191
## skill_ball_control -0.0097327672 -0.018378158 0.0010201010
## movement_acceleration 0.0211124536 -0.020578562 -0.0006802943
## movement_sprint_speed 0.0268328418 -0.043954046 0.0056443717
## movement_agility 0.0040501586 0.028909293 0.0079597977
## movement_reactions -0.0774235263 0.009437101 0.0022431356
## movement_balance -0.0665735526 0.125894883 -0.0011951332
## power_shot_power -0.0019421081 0.042642431 -0.0155754329
## power_jumping -0.1109948591 0.192697128 -0.0166897396
## power_stamina 0.0470887309 0.085496525 -0.0269717594
## power_strength 0.0385609277 -0.018784195 0.0165085559
## power_long_shots 0.0241190121 0.045376746 -0.0430126418
## mentality_aggression -0.0257518182 0.101571225 -0.0117669533
## mentality_interceptions 0.0029597662 -0.009824866 -0.0062675378
## mentality_positioning 0.0037378066 0.029987288 -0.0548904286
## mentality_vision 0.0463300307 0.003871841 -0.0130626163
## mentality_penalties -0.0155524698 0.036664654 -0.0312455812
## mentality_composure -0.0298859462 -0.007833364 0.0296629810
## defending_marking_awareness 0.0052026784 -0.025085710 0.0054458397
## defending_standing_tackle 0.0056092146 -0.021229651 -0.0071552719
## defending_sliding_tackle 0.0024315548 -0.023855839 -0.0080238372
## goalkeeping_diving -0.1235397618 -0.169234775 -0.1540873146
## goalkeeping_handling -0.1274094287 -0.142889648 -0.2514220223
## goalkeeping_kicking -0.1366362735 -0.153982351 -0.2602746772
## goalkeeping_positioning -0.1448887437 -0.131413854 -0.2124512541
## goalkeeping_reflexes -0.1402909938 -0.162253613 -0.2379330576
## PC19 PC20 PC21
## potential 0.0931923499 -0.0582922030 0.0208894793
## value_eur 0.0120133368 -0.0082180207 -0.0163839218
## wage_eur 0.0125799874 -0.0059998792 -0.0238675536
## age -0.0269365849 0.0690063637 0.0214089017
## height_cm -0.0603454394 -0.0455038328 0.0625007504
## weight_kg -0.0209970493 0.0162162998 -0.0070795921
## league_level.1 0.0499483047 -0.0641611199 -0.0137635233
## league_level.2 0.0093473335 0.2097985179 0.1494614798
## league_level.3 -0.1085260815 -0.2000805520 -0.2247636477
## league_level.4 0.0022711311 0.0129808474 0.0611937483
## league_level.5 0.0373906103 0.0370627084 -0.0444187088
## club_position.CAM 0.0140787060 0.0059359474 -0.0884797946
## club_position.CB 0.0841790490 -0.0273518518 -0.0152736240
## club_position.CDM -0.1092733842 -0.0882719639 0.0520341697
## club_position.CF -0.1246759770 0.0441526723 0.0806314958
## club_position.CM 0.0843690469 0.0309402218 0.0449836124
## club_position.LAM 0.0230804237 0.0208201302 -0.0113023598
## club_position.LB -0.0176046024 0.0981202084 -0.0475331059
## club_position.LCB 0.0964822679 -0.0247366748 0.0153229039
## club_position.LCM -0.0329518249 0.0200715934 -0.0225660586
## club_position.LDM -0.0281662829 -0.0871073683 0.0268337075
## club_position.LF -0.0445631332 -0.0487385596 -0.0518837907
## club_position.LM -0.0509685799 -0.0472692922 0.0503120410
## club_position.LS 0.0852403621 0.0791826380 0.2397732014
## club_position.LW 0.0526389927 -0.0658376092 0.1426266195
## club_position.LWB -0.0708345549 -0.0517393552 0.0644660993
## club_position.RAM -0.0570562520 -0.0830928550 0.0031385097
## club_position.RB -0.0764034773 0.2146830325 -0.0252038479
## club_position.RCB 0.0017291371 -0.0535338381 0.0371107265
## club_position.RCM -0.0344956251 -0.0585407851 0.0731717370
## club_position.RDM -0.0509809686 0.0197651299 -0.1033478449
## club_position.RES 0.0099903785 -0.0363530032 -0.0478819747
## club_position.RF -0.0568607977 0.0030564789 -0.0532155705
## club_position.RM -0.0661843979 0.0025027203 0.0360779142
## club_position.RS -0.0493043580 0.0807592385 0.0684496682
## club_position.RW -0.0251491833 -0.1027334076 0.0379084251
## club_position.RWB 0.0386268971 0.0515895785 -0.0657911689
## club_position.ST -0.0240823024 0.0158522455 -0.2409734370
## club_position.SUB 0.0687384422 0.0092877415 0.0041247878
## club_contract_valid_until.2021 -0.2611843457 0.1762797635 0.1645685546
## club_contract_valid_until.2022 0.0840280156 -0.0676824416 0.0540023286
## club_contract_valid_until.2023 0.2069012038 -0.0312777369 -0.0456871899
## club_contract_valid_until.2024 -0.3457493405 -0.0342091017 -0.3610145113
## club_contract_valid_until.2025 0.2333017601 0.0550264799 0.2563000451
## club_contract_valid_until.2026 0.1416285492 -0.0670834468 0.0465861161
## club_contract_valid_until.2027 -0.0688690315 -0.0468167242 0.0507592786
## club_contract_valid_until.2028 0.0539538092 0.0569701081 0.0892016675
## club_contract_valid_until.2031 0.0285849436 -0.0246368486 0.0360369295
## preferred_foot.Left 0.0006485301 -0.0462878242 0.0040031844
## preferred_foot.Right -0.0006485301 0.0462878242 -0.0040031844
## weak_foot.1 -0.0712079582 -0.0079111253 -0.0821149333
## weak_foot.2 0.0091659973 0.0781785738 0.0625463063
## weak_foot.3 -0.0330883471 0.0082794541 0.0162410673
## weak_foot.4 0.0442266669 -0.1103855065 -0.1028612985
## weak_foot.5 -0.0032866402 0.0488129736 0.0730667246
## skill_moves.2 -0.0944503215 0.1364992752 -0.0357002329
## skill_moves.3 0.1433368391 -0.1484159530 0.0012603045
## skill_moves.4 -0.1183644772 0.0110921813 0.0756518563
## skill_moves.5 0.1326838386 0.0172706203 -0.0340414103
## international_reputation.1 -0.0633114699 -0.0190725875 0.1604042801
## international_reputation.2 0.1493068123 0.0312419204 -0.2109944331
## international_reputation.3 -0.1958629884 -0.0564549172 0.0840969598
## international_reputation.4 0.0437630519 0.1267930767 -0.0487574744
## international_reputation.5 0.2025178515 -0.1231783047 -0.0667589026
## work_rate.High.High -0.1283389341 -0.0716032159 0.0142208522
## work_rate.High.Low 0.0650422043 -0.0257698431 0.3465968014
## work_rate.High.Medium 0.0426180705 0.2223519365 -0.1871756795
## work_rate.Low.High 0.0086135467 -0.0333032775 0.0935312283
## work_rate.Low.Low -0.0362999447 0.1069384003 -0.0765750794
## work_rate.Low.Medium 0.0419501088 -0.0595994592 -0.0420386460
## work_rate.Medium.High -0.0714726941 -0.1211906136 0.0679523586
## work_rate.Medium.Low -0.0972215341 -0.1878632474 -0.1596437654
## work_rate.Medium.Medium 0.0739609887 0.0383668713 0.0150675809
## body_type.Lean..170.. 0.2149145970 -0.1189414644 -0.1131651387
## body_type.Lean..170.185. -0.1540544539 0.2386479579 0.0360599171
## body_type.Lean..185.. -0.2354617520 -0.4110760815 0.1768928564
## body_type.Normal..170.. 0.0733561178 -0.0614835032 -0.0662052577
## body_type.Normal..170.185. 0.0375196851 -0.0510934799 0.0336895483
## body_type.Normal..185.. 0.2504891180 0.1520771984 -0.0527333328
## body_type.Stocky..170.. -0.0605127476 0.0725885322 0.0560747863
## body_type.Stocky..170.185. -0.0531487026 0.0124830340 -0.0801418332
## body_type.Stocky..185.. -0.1541901705 0.0542078545 -0.1517997487
## body_type.Unique 0.0268190968 0.0117036388 -0.0184567981
## real_face.No 0.1761324429 0.0139941729 -0.1352497730
## real_face.Yes -0.1761324429 -0.0139941729 0.1352497730
## pace -0.0255504518 -0.0331941510 0.0330546045
## shooting -0.0095900156 0.0326160534 -0.0005089069
## passing -0.0004203031 0.0059582409 0.0150923931
## dribbling 0.0121527652 0.0041045984 0.0167497269
## defending 0.0066764590 0.0094186272 -0.0071853601
## physic -0.0272827483 0.0148036987 0.0054666250
## attacking_crossing -0.0225918806 0.0514111113 0.0040881578
## attacking_finishing -0.0133583066 0.0253148635 0.0052543604
## attacking_heading_accuracy 0.0506605002 0.0388794759 0.0004620632
## attacking_short_passing 0.0221641473 -0.0153717940 0.0287423903
## attacking_volleys -0.0055946513 0.0147151375 -0.0245615662
## skill_dribbling -0.0009109200 0.0170453017 0.0191913366
## skill_curve -0.0068412730 0.0239167927 -0.0170621045
## skill_fk_accuracy -0.0021118498 0.0088266460 -0.0201547679
## skill_long_passing 0.0202284205 -0.0280775184 0.0232339313
## skill_ball_control 0.0248621875 -0.0009899818 0.0278897195
## movement_acceleration -0.0234884564 -0.0323943008 0.0226303576
## movement_sprint_speed -0.0256029309 -0.0315557447 0.0398945082
## movement_agility -0.0018770142 -0.0350824620 0.0022855714
## movement_reactions 0.0269930730 0.0048508655 0.0143660778
## movement_balance 0.0330722288 -0.0003476798 -0.0538814218
## power_shot_power 0.0061307961 0.0369817918 -0.0041938237
## power_jumping 0.0678145312 -0.0108516750 -0.0287681914
## power_stamina -0.0606160353 0.0062710046 0.0263798384
## power_strength -0.0268228101 0.0131710431 0.0154897620
## power_long_shots -0.0111333487 0.0286941670 -0.0029201032
## mentality_aggression 0.0130511563 0.0197787870 -0.0374983001
## mentality_interceptions 0.0011621662 0.0022568792 -0.0066485271
## mentality_positioning -0.0273064932 0.0699626578 -0.0021642576
## mentality_vision -0.0174791672 -0.0006815639 0.0132003086
## mentality_penalties 0.0104298328 0.0382835158 -0.0144093823
## mentality_composure 0.0428474226 -0.0112621035 0.0055954515
## defending_marking_awareness 0.0017383686 0.0060892776 -0.0010204901
## defending_standing_tackle 0.0034091665 0.0077407103 -0.0118304009
## defending_sliding_tackle 0.0079986420 0.0124136886 -0.0121261413
## goalkeeping_diving 0.0040960789 -0.2425387651 0.0664318397
## goalkeeping_handling 0.0640942459 -0.2107858221 -0.0433318407
## goalkeeping_kicking 0.0793858720 -0.1610813705 -0.0161488830
## goalkeeping_positioning 0.0090143105 -0.1544371469 0.0413405058
## goalkeeping_reflexes 0.0533403234 -0.2011296301 -0.0510127779
## PC22 PC23 PC24
## potential -0.0251188194 -0.0087877488 0.033137948
## value_eur 0.0089177763 -0.0473250713 -0.032238867
## wage_eur 0.0099730805 -0.0238439609 -0.028382971
## age -0.0197475741 0.0764755296 0.004827362
## height_cm 0.0587646637 0.0067905807 0.011936352
## weight_kg 0.0578288511 -0.0079519384 0.085284996
## league_level.1 0.0145252613 0.0064349520 0.005612621
## league_level.2 -0.0694843305 0.1046930624 0.051402714
## league_level.3 0.0227345003 0.0541688822 0.020770270
## league_level.4 0.0379221696 -0.2712383215 -0.100349287
## league_level.5 0.1378712078 -0.0983708668 -0.185104132
## club_position.CAM -0.1189719880 -0.1046029410 0.070763093
## club_position.CB 0.1302060955 -0.1538112133 -0.022775449
## club_position.CDM 0.0265938225 0.0477112509 -0.088877523
## club_position.CF 0.0037471578 0.0288149611 -0.130453615
## club_position.CM -0.0113710365 0.0003365835 -0.027303542
## club_position.LAM -0.0481306954 0.0315463974 0.071271914
## club_position.LB -0.0409024612 0.1154117676 -0.140785234
## club_position.LCB 0.0056395904 0.0366089400 0.219684404
## club_position.LCM 0.0700115035 -0.1397733403 0.031460183
## club_position.LDM -0.0434354575 -0.0102808872 -0.083856788
## club_position.LF -0.0156147090 0.0296443488 0.080852794
## club_position.LM 0.0238120561 0.0490377122 0.017630257
## club_position.LS 0.0755176255 0.1000486848 -0.228583030
## club_position.LW 0.1216117170 0.0302364552 -0.043607251
## club_position.LWB 0.0057852381 -0.1554407801 -0.103571008
## club_position.RAM -0.0086549083 -0.0813135085 0.066673650
## club_position.RB -0.1060732843 0.0202804922 0.020681414
## club_position.RCB -0.0353851378 0.1043540612 -0.000721223
## club_position.RCM 0.0575407655 -0.0397783265 -0.088021321
## club_position.RDM 0.1475390425 0.1855217133 -0.017803312
## club_position.RES -0.0042380367 0.0015404298 -0.018169892
## club_position.RF 0.0359856348 -0.0378522360 0.026096061
## club_position.RM 0.0481441172 -0.0142951169 0.168598122
## club_position.RS 0.0167981595 -0.0212012369 -0.062664452
## club_position.RW 0.0787579527 0.0382262965 0.182371691
## club_position.RWB 0.1207891793 -0.1719692163 -0.029841762
## club_position.ST -0.1573863372 -0.0099063912 -0.016708684
## club_position.SUB -0.0512476664 -0.0180998923 0.010305748
## club_contract_valid_until.2021 -0.0201681795 0.0751473140 -0.015671152
## club_contract_valid_until.2022 -0.0324548693 0.0445570327 0.018962588
## club_contract_valid_until.2023 -0.0113621417 0.0476379460 0.043812493
## club_contract_valid_until.2024 0.2203897455 -0.0021302072 -0.146504411
## club_contract_valid_until.2025 -0.1657603246 -0.2476016430 0.147821705
## club_contract_valid_until.2026 -0.1025839152 0.0379609668 -0.033945740
## club_contract_valid_until.2027 0.0833520706 -0.1200668050 -0.033706358
## club_contract_valid_until.2028 0.0628049088 0.0045378890 -0.178138649
## club_contract_valid_until.2031 0.1301728308 -0.0091996336 0.021373601
## preferred_foot.Left 0.0021992072 0.0029224969 -0.002308416
## preferred_foot.Right -0.0021992072 -0.0029224969 0.002308416
## weak_foot.1 0.0914396027 -0.0051778977 0.015163542
## weak_foot.2 -0.0612649017 0.0157117084 -0.005923885
## weak_foot.3 -0.0037474126 -0.0373186256 0.033562947
## weak_foot.4 0.1051748252 0.0461728237 -0.095517784
## weak_foot.5 -0.1344930201 -0.0378935157 0.160228866
## skill_moves.2 -0.0538185957 -0.0213383427 -0.037583755
## skill_moves.3 0.0850893631 0.0634461248 -0.001276982
## skill_moves.4 -0.0491603583 -0.1287463178 0.063434719
## skill_moves.5 -0.0332625315 0.2168669118 0.057116316
## international_reputation.1 0.0124348370 -0.0917338618 0.085346031
## international_reputation.2 -0.0422615191 0.1633058873 -0.100092020
## international_reputation.3 0.0712909876 -0.1522520660 0.033982553
## international_reputation.4 -0.0381807950 0.0370068408 -0.102283746
## international_reputation.5 -0.0081604340 0.1658319383 0.110696093
## work_rate.High.High -0.1261585139 -0.3587916245 0.041242675
## work_rate.High.Low 0.0965630466 0.1524870979 -0.026321233
## work_rate.High.Medium -0.0413468875 -0.0750570006 -0.207611084
## work_rate.Low.High -0.2301881960 0.0019567817 0.146749782
## work_rate.Low.Low -0.0744757503 -0.1241756513 0.103065208
## work_rate.Low.Medium -0.0343061421 -0.1414921618 -0.068103040
## work_rate.Medium.High 0.3365619985 0.2541065025 0.065096589
## work_rate.Medium.Low 0.0040556410 0.0744343512 0.354307777
## work_rate.Medium.Medium -0.0648996898 0.0410543459 -0.064750129
## body_type.Lean..170.. -0.1052305952 -0.1281472535 -0.128142564
## body_type.Lean..170.185. 0.0447060710 0.0979936323 0.115563671
## body_type.Lean..185.. -0.3568848359 0.1511841570 -0.338613204
## body_type.Normal..170.. -0.1424245983 -0.0562791167 -0.149720193
## body_type.Normal..170.185. 0.1563126063 0.0048464465 0.100244670
## body_type.Normal..185.. 0.3145842820 -0.1900414263 0.038634656
## body_type.Stocky..170.. -0.0558936450 0.0421054556 -0.086261154
## body_type.Stocky..170.185. -0.2046296223 0.0802166704 0.096020704
## body_type.Stocky..185.. -0.2307333709 -0.0056133261 0.213528118
## body_type.Unique 0.0243320692 0.0106528569 -0.021043581
## real_face.No -0.0903708037 0.0677621390 -0.055887810
## real_face.Yes 0.0903708037 -0.0677621390 0.055887810
## pace 0.0264848915 0.0257864494 0.044417320
## shooting -0.0147546652 -0.0345172939 -0.034032147
## passing 0.0001305702 0.0126738428 0.030639563
## dribbling -0.0046350684 0.0332167783 0.022631329
## defending -0.0144952025 -0.0048053043 -0.010438030
## physic -0.0219574971 -0.0196651676 0.001111197
## attacking_crossing 0.0095618090 0.0218752051 0.031003806
## attacking_finishing -0.0077445947 -0.0394687587 -0.034487707
## attacking_heading_accuracy -0.0680088850 0.0536215839 -0.042375322
## attacking_short_passing -0.0149883908 0.0345381217 0.043355557
## attacking_volleys -0.0242610533 -0.0218817886 -0.040722455
## skill_dribbling 0.0004484952 0.0259266254 0.015950702
## skill_curve -0.0091291580 -0.0119924837 -0.003375369
## skill_fk_accuracy 0.0021370367 -0.0231865299 -0.003413327
## skill_long_passing 0.0040417532 0.0150946370 0.046876677
## skill_ball_control -0.0090936508 0.0388817596 0.033420330
## movement_acceleration 0.0253498980 0.0260233464 0.038715381
## movement_sprint_speed 0.0254152753 0.0238812836 0.046346091
## movement_agility 0.0136010643 0.0316022086 0.015896075
## movement_reactions -0.0301039594 0.0262399714 0.000176406
## movement_balance -0.0292055798 0.0057510106 0.003308311
## power_shot_power -0.0303500456 -0.0247417477 -0.013020447
## power_jumping -0.0729400029 0.0780970709 -0.046935445
## power_stamina -0.0067434531 -0.0695290573 -0.065623768
## power_strength -0.0019226075 -0.0018867695 0.036730603
## power_long_shots -0.0081161361 -0.0304160633 -0.031976801
## mentality_aggression -0.0509870332 -0.0124290778 -0.003517647
## mentality_interceptions -0.0128868117 -0.0051735901 -0.006661834
## mentality_positioning -0.0181876443 -0.0224305916 -0.043953289
## mentality_vision 0.0076176972 -0.0189969544 0.002208932
## mentality_penalties -0.0234277331 -0.0100228322 -0.053603037
## mentality_composure -0.0146054431 0.0216991716 0.022686875
## defending_marking_awareness -0.0062277346 -0.0048772643 -0.006557572
## defending_standing_tackle -0.0106312121 -0.0151563843 -0.008235822
## defending_sliding_tackle -0.0083370999 -0.0057640517 -0.008021304
## goalkeeping_diving 0.0620862206 -0.0887812142 -0.017848770
## goalkeeping_handling 0.0163787009 -0.0925123409 -0.061307449
## goalkeeping_kicking -0.0295509558 -0.0323347949 0.041661338
## goalkeeping_positioning -0.0091683069 -0.0662382337 0.084439997
## goalkeeping_reflexes 0.0545946484 -0.1564682158 0.005504741
## PC25 PC26 PC27
## potential 0.0047681816 -0.0246685393 -0.0107630295
## value_eur 0.0199368716 -0.0033328551 -0.0121311791
## wage_eur 0.0006025360 -0.0147298225 -0.0374296048
## age -0.0336298660 -0.0110352557 -0.0295045230
## height_cm -0.0401063096 0.0032970308 0.0001829506
## weight_kg 0.0179769709 0.0173229296 0.0258599085
## league_level.1 0.0035209494 -0.0627709855 0.0001926300
## league_level.2 -0.0032976759 -0.0461089968 -0.1613966478
## league_level.3 0.0923734340 0.3136353156 0.1357591469
## league_level.4 -0.1266598809 -0.1899383774 0.0958757250
## league_level.5 -0.0099193874 -0.0001888206 0.1378147096
## club_position.CAM -0.0636181957 0.0646641844 -0.1035706283
## club_position.CB -0.0608733211 0.0945341120 0.0154453639
## club_position.CDM 0.1234333294 -0.0912821520 0.0240661533
## club_position.CF 0.0343453401 -0.0570845237 -0.1533313721
## club_position.CM -0.0145453593 -0.0486146996 0.1039837237
## club_position.LAM -0.0962553151 -0.0660505788 -0.0220751118
## club_position.LB 0.0240968796 -0.0525297239 -0.0298280979
## club_position.LCB 0.0777802428 0.1464336660 -0.1579813918
## club_position.LCM 0.0041153159 -0.0157126727 0.2684957819
## club_position.LDM 0.1550881616 0.0431918446 -0.0620624437
## club_position.LF -0.1284141140 0.1285470003 0.1128127073
## club_position.LM 0.0125109591 0.0157779293 0.0234435372
## club_position.LS -0.0566634641 0.0417858618 0.0202528396
## club_position.LW 0.0603312320 -0.0102236251 0.0371481579
## club_position.LWB -0.0630625840 -0.0127109986 0.0784092827
## club_position.RAM 0.0238878487 -0.0491982860 -0.1111750384
## club_position.RB -0.0597305223 0.0649899813 -0.1364853949
## club_position.RCB -0.0872891721 -0.2472862015 0.2371958283
## club_position.RCM 0.0167023089 0.0397200264 -0.0065144692
## club_position.RDM -0.0602430267 0.2147330829 -0.0619396419
## club_position.RES 0.0368578575 -0.0259826973 -0.0700149996
## club_position.RF 0.1258820968 0.1156016298 -0.1069437644
## club_position.RM -0.0441881628 0.1010853728 0.0519999984
## club_position.RS -0.1193658667 -0.0729422664 -0.0142146395
## club_position.RW -0.0863276138 0.0214764445 0.1204794180
## club_position.RWB -0.0523436635 -0.1058988008 -0.0011386922
## club_position.ST 0.0835356877 0.0098004963 0.0060567398
## club_position.SUB 0.0177521418 -0.0498775338 -0.0339901388
## club_contract_valid_until.2021 0.0763615999 0.1324491274 0.0262307176
## club_contract_valid_until.2022 -0.0154075053 -0.0765900132 -0.0256418047
## club_contract_valid_until.2023 -0.0120193569 -0.1354405910 -0.0304581016
## club_contract_valid_until.2024 -0.2295966557 -0.0332785550 0.0228858757
## club_contract_valid_until.2025 0.1940213339 0.3539671614 -0.0355934685
## club_contract_valid_until.2026 0.1067608780 -0.1479496880 0.1149223537
## club_contract_valid_until.2027 0.2109056901 -0.2631015893 -0.0287015998
## club_contract_valid_until.2028 0.0037965205 0.0699915136 0.0992967746
## club_contract_valid_until.2031 0.0315579912 0.0542096206 0.0393277604
## preferred_foot.Left 0.0084585116 0.0089762176 -0.0290731090
## preferred_foot.Right -0.0084585116 -0.0089762176 0.0290731090
## weak_foot.1 -0.0776063106 0.0452228311 -0.0428086269
## weak_foot.2 -0.0698341407 -0.0425002134 0.1975081057
## weak_foot.3 -0.0279597219 -0.0144010280 -0.0160080233
## weak_foot.4 0.2041796028 -0.0260095448 -0.3028521200
## weak_foot.5 -0.2375721882 0.2430230119 0.3407477465
## skill_moves.2 0.0858955590 0.0238044643 0.0068739196
## skill_moves.3 -0.1011801322 -0.0235772388 0.0035197493
## skill_moves.4 0.0676620550 -0.0067208013 -0.0438515207
## skill_moves.5 -0.1900293755 0.0216410550 0.1034651360
## international_reputation.1 0.0678281054 0.0178066759 0.0011642094
## international_reputation.2 -0.0967795996 0.0484325893 -0.0197343804
## international_reputation.3 0.0507133579 -0.1980686509 0.1101399893
## international_reputation.4 0.0044109476 0.1481150881 -0.1654898994
## international_reputation.5 -0.1074691289 0.0072792005 0.0026295967
## work_rate.High.High -0.2472788573 0.0911889969 -0.2552867297
## work_rate.High.Low -0.2530132601 0.0062238625 -0.1173792059
## work_rate.High.Medium 0.1626778195 0.0444590469 0.1279381985
## work_rate.Low.High -0.0607354165 -0.2556851958 0.0077360150
## work_rate.Low.Low 0.0067525446 -0.0996883560 0.0691653580
## work_rate.Low.Medium -0.3118427937 0.0667433504 -0.1286989545
## work_rate.Medium.High 0.2244487923 0.1390772625 0.0815367051
## work_rate.Medium.Low -0.0353288155 -0.1546969981 -0.1123344387
## work_rate.Medium.Medium 0.0899304095 -0.0352617766 0.0987656622
## body_type.Lean..170.. 0.1681317686 -0.0326184698 0.0747583115
## body_type.Lean..170.185. -0.0208104628 -0.0752550387 -0.1061766130
## body_type.Lean..185.. -0.0716137733 0.0848302140 0.0172680770
## body_type.Normal..170.. -0.1328759046 0.1783147081 0.0549067926
## body_type.Normal..170.185. -0.0374741819 -0.0693974920 -0.0070764929
## body_type.Normal..185.. -0.0201771779 0.0363116911 0.0084765014
## body_type.Stocky..170.. 0.0286067671 0.0381550249 -0.1937337961
## body_type.Stocky..170.185. 0.2522297330 -0.0073451166 0.1925464333
## body_type.Stocky..185.. 0.0534689981 -0.0219108716 0.0187867507
## body_type.Unique 0.0039263091 -0.0091823834 -0.0493786754
## real_face.No -0.0639835743 -0.0787915119 -0.0716578994
## real_face.Yes 0.0639835743 0.0787915119 0.0716578994
## pace -0.0051030267 -0.0113569541 0.0039208937
## shooting 0.0215556096 0.0098789572 0.0187408027
## passing -0.0067376400 0.0031239620 0.0106295778
## dribbling 0.0035407714 -0.0139606075 0.0140701140
## defending -0.0117606787 -0.0117401019 -0.0128849945
## physic 0.0348226457 0.0145884047 0.0162218203
## attacking_crossing -0.0230315999 -0.0029343546 -0.0176231787
## attacking_finishing 0.0201601123 0.0144815717 0.0164791993
## attacking_heading_accuracy -0.0048983887 -0.0439803707 -0.0434043554
## attacking_short_passing -0.0003744679 -0.0016356147 0.0170640184
## attacking_volleys 0.0043845397 0.0002282335 0.0067674605
## skill_dribbling 0.0063367721 -0.0090345528 0.0150856027
## skill_curve -0.0153021113 -0.0133742381 -0.0086979633
## skill_fk_accuracy -0.0096866175 -0.0010399122 -0.0121905166
## skill_long_passing -0.0065089177 0.0050990533 0.0288702541
## skill_ball_control 0.0013109775 -0.0148269058 0.0107368793
## movement_acceleration -0.0007814088 -0.0108287071 0.0045189625
## movement_sprint_speed -0.0077719597 -0.0115699616 0.0030443758
## movement_agility 0.0025220689 -0.0075071454 0.0130737346
## movement_reactions -0.0204795412 -0.0209082312 -0.0083464663
## movement_balance 0.0272436585 -0.0112483256 0.0213778005
## power_shot_power 0.0221857813 -0.0003706190 0.0261490020
## power_jumping 0.0506819277 -0.0476455973 -0.0241809394
## power_stamina 0.0149659127 0.0528477021 0.0266783047
## power_strength 0.0305835930 0.0066428767 0.0168372121
## power_long_shots 0.0249044476 0.0136605647 0.0248416292
## mentality_aggression 0.0273115284 -0.0081764629 -0.0037074983
## mentality_interceptions -0.0135982938 -0.0092705570 -0.0107599336
## mentality_positioning 0.0156805478 0.0088420597 0.0055488546
## mentality_vision 0.0126644546 0.0183890886 0.0249872014
## mentality_penalties 0.0045230066 -0.0259951515 -0.0207312599
## mentality_composure -0.0307632352 -0.0384791353 -0.0043392232
## defending_marking_awareness -0.0078805253 -0.0047257625 -0.0075462773
## defending_standing_tackle -0.0122307748 -0.0097606385 -0.0099560309
## defending_sliding_tackle -0.0127176233 -0.0150144183 -0.0123441937
## goalkeeping_diving -0.0002627646 -0.0473549567 -0.1351518828
## goalkeeping_handling 0.0133958636 0.0751735704 0.0445986186
## goalkeeping_kicking 0.0577367200 0.0019148638 -0.1006517282
## goalkeeping_positioning 0.0674570410 0.0614398362 0.0265395637
## goalkeeping_reflexes 0.0489446811 0.0218081927 -0.0265895174
## PC28 PC29 PC30
## potential -0.0017399177 -5.612343e-03 -0.0021997511
## value_eur 0.0199161420 8.438303e-03 -0.0014737217
## wage_eur 0.0280252491 4.019878e-03 0.0090677920
## age -0.0313533920 9.345791e-03 0.0025382323
## height_cm 0.0100180500 -1.498681e-02 0.0134238979
## weight_kg 0.0652483914 2.024242e-02 -0.0458980039
## league_level.1 -0.0307130687 -1.488346e-02 0.0072518861
## league_level.2 0.0188254437 8.320878e-02 -0.0224709474
## league_level.3 -0.1401553894 -7.112648e-02 -0.0385479456
## league_level.4 0.2106363223 -3.380384e-02 0.1039226452
## league_level.5 0.0850140779 2.467692e-02 -0.1102802064
## club_position.CAM 0.0118173957 3.674459e-02 0.0871308654
## club_position.CB -0.1155446420 5.885374e-02 -0.2112216066
## club_position.CDM -0.0989239394 -1.030579e-01 -0.0254451665
## club_position.CF 0.0555842297 7.349528e-02 -0.2082784350
## club_position.CM 0.0301443741 9.147479e-02 -0.0706639787
## club_position.LAM -0.0065953035 -1.072705e-01 -0.0515978147
## club_position.LB -0.1559443862 -2.414223e-02 -0.0781033496
## club_position.LCB 0.2836827504 -1.920090e-01 0.1147019940
## club_position.LCM -0.0704559263 -1.651541e-01 0.0743713977
## club_position.LDM -0.2171689033 -9.877280e-02 0.0894455237
## club_position.LF -0.1251119150 -1.429905e-02 -0.0619456370
## club_position.LM 0.0650834146 6.906924e-02 -0.0861091905
## club_position.LS -0.0557982721 -3.536947e-02 0.2423189162
## club_position.LW 0.0860691592 -1.724939e-01 0.0429315521
## club_position.LWB 0.0443469842 1.008238e-01 0.1168946371
## club_position.RAM -0.0074501704 6.577520e-02 0.0186089144
## club_position.RB -0.0514185793 -2.122272e-02 -0.0100571397
## club_position.RCB -0.1358827358 1.572705e-01 0.0738329155
## club_position.RCM 0.3614431002 2.115478e-01 -0.0162420165
## club_position.RDM -0.0550285453 3.272425e-03 0.0079721863
## club_position.RES -0.0183505683 9.326514e-03 -0.0581419440
## club_position.RF -0.1130207451 1.278303e-01 0.0709988052
## club_position.RM 0.0925435816 1.143500e-01 -0.1639779580
## club_position.RS 0.0398693725 -2.331363e-01 -0.2001633564
## club_position.RW -0.0427520739 -9.780824e-02 0.0828801857
## club_position.RWB 0.1288470869 -1.855059e-04 0.0436737430
## club_position.ST -0.1026849697 1.328618e-01 0.0865199587
## club_position.SUB 0.0018978880 4.160315e-03 -0.0090877763
## club_contract_valid_until.2021 0.0255714671 7.229074e-02 0.0285606720
## club_contract_valid_until.2022 -0.0589900063 2.616276e-02 -0.0304545365
## club_contract_valid_until.2023 -0.0251378286 1.572538e-03 -0.0367629213
## club_contract_valid_until.2024 0.1424530788 -1.291385e-01 0.0500277333
## club_contract_valid_until.2025 -0.0793161490 -1.430453e-01 -0.0772039073
## club_contract_valid_until.2026 -0.0061353957 3.466661e-01 0.1881583917
## club_contract_valid_until.2027 -0.0784677078 -1.357935e-01 -0.2498254813
## club_contract_valid_until.2028 -0.0138855028 7.074783e-02 0.2540898736
## club_contract_valid_until.2031 0.2285741905 1.712136e-01 -0.0656060909
## preferred_foot.Left -0.0051097059 -1.142186e-02 0.0011391438
## preferred_foot.Right 0.0051097059 1.142186e-02 -0.0011391438
## weak_foot.1 -0.1044011568 3.113328e-02 0.0807907919
## weak_foot.2 0.0123743084 1.452383e-01 -0.0067047330
## weak_foot.3 -0.0121154082 1.542915e-02 -0.0252828117
## weak_foot.4 0.0008250561 -1.634928e-01 0.0469022657
## weak_foot.5 0.0448166922 -4.641108e-02 -0.0490486124
## skill_moves.2 -0.0604967246 1.619963e-02 0.0186260710
## skill_moves.3 0.0614539369 -4.955325e-02 -0.0242690490
## skill_moves.4 0.0057094666 7.117241e-02 0.0341623322
## skill_moves.5 -0.0179895594 -3.644868e-02 -0.1071756801
## international_reputation.1 -0.0802575660 2.606348e-02 0.1168445731
## international_reputation.2 0.1537843512 -1.504355e-02 -0.0890952160
## international_reputation.3 -0.1834397608 -6.974750e-02 -0.1673168042
## international_reputation.4 0.1636822595 1.295251e-01 0.1998362139
## international_reputation.5 -0.0484401870 -1.109446e-01 -0.0522343222
## work_rate.High.High -0.0183495540 9.411285e-02 -0.0649249957
## work_rate.High.Low -0.0212965935 -1.483484e-01 -0.0763088794
## work_rate.High.Medium 0.0180444664 -1.197525e-01 0.0334695537
## work_rate.Low.High 0.1196512994 -1.250509e-01 0.1650376234
## work_rate.Low.Low 0.1658216126 -1.826603e-01 -0.0138523676
## work_rate.Low.Medium -0.2424929017 8.470257e-02 -0.1159347987
## work_rate.Medium.High 0.1016901870 1.311286e-02 -0.0090857276
## work_rate.Medium.Low -0.0571956028 2.783092e-01 0.1034243593
## work_rate.Medium.Medium -0.0137913068 2.158568e-02 -0.0151085793
## body_type.Lean..170.. 0.0126866917 -8.235536e-02 0.0183011716
## body_type.Lean..170.185. -0.1685526692 -5.754916e-02 0.0922385081
## body_type.Lean..185.. 0.0733426744 -4.358940e-02 -0.0335890201
## body_type.Normal..170.. 0.0480620537 2.909149e-02 0.0344361390
## body_type.Normal..170.185. -0.0075832082 -7.338252e-03 0.0636575961
## body_type.Normal..185.. -0.0418545211 1.076765e-01 -0.0369109940
## body_type.Stocky..170.. 0.1122438270 1.397505e-01 -0.2060516285
## body_type.Stocky..170.185. 0.1509814040 1.488321e-01 -0.3837997167
## body_type.Stocky..185.. 0.1749254449 -2.413299e-01 0.1934462947
## body_type.Unique 0.0197309693 1.583408e-02 0.0229310731
## real_face.No 0.0461454871 -3.258901e-02 -0.0918356451
## real_face.Yes -0.0461454871 3.258901e-02 0.0918356451
## pace 0.0185874048 3.140639e-02 -0.0040076264
## shooting -0.0147538489 -3.641679e-03 -0.0052321275
## passing 0.0092869894 7.296654e-03 -0.0009493643
## dribbling -0.0135680262 1.415064e-02 0.0086981085
## defending -0.0028171399 -6.120574e-03 -0.0057194308
## physic -0.0109380696 6.539569e-06 -0.0067143921
## attacking_crossing 0.0193988199 9.197559e-03 -0.0276116457
## attacking_finishing -0.0145275894 -4.020789e-05 0.0034483137
## attacking_heading_accuracy -0.0606190657 -2.139141e-02 0.0158114817
## attacking_short_passing -0.0130745791 1.452751e-02 0.0139908076
## attacking_volleys -0.0193992343 -1.000588e-02 -0.0141746823
## skill_dribbling -0.0051048726 1.210899e-02 0.0005164214
## skill_curve 0.0059062608 -2.758566e-03 -0.0190033166
## skill_fk_accuracy 0.0214936158 -1.319987e-02 -0.0247635919
## skill_long_passing 0.0210360544 5.887904e-03 0.0109554317
## skill_ball_control -0.0198895608 1.525062e-02 0.0141710412
## movement_acceleration 0.0138145226 2.459130e-02 -0.0045320627
## movement_sprint_speed 0.0215152957 3.483164e-02 -0.0037437189
## movement_agility -0.0169722005 1.176836e-02 0.0177300985
## movement_reactions -0.0355168550 1.360257e-02 0.0270732606
## movement_balance -0.0096665383 8.019712e-04 -0.0056870883
## power_shot_power -0.0089981886 -2.486581e-03 -0.0245405631
## power_jumping -0.0972114415 -3.464311e-02 0.0367666820
## power_stamina -0.0336459275 -1.521405e-02 0.0418154197
## power_strength 0.0178623439 1.634801e-02 -0.0273070544
## power_long_shots -0.0081262250 -1.077376e-02 -0.0082466184
## mentality_aggression -0.0243718791 -1.380108e-02 -0.0117953277
## mentality_interceptions -0.0046835546 -5.559256e-03 -0.0047139476
## mentality_positioning -0.0245361479 9.819824e-03 0.0076354187
## mentality_vision 0.0101502049 7.183861e-05 0.0131437568
## mentality_penalties -0.0290798441 -1.091694e-02 -0.0036847931
## mentality_composure -0.0113445351 1.073594e-02 0.0170644326
## defending_marking_awareness 0.0024011220 -2.740368e-03 -0.0047058682
## defending_standing_tackle 0.0047214564 -4.554474e-03 -0.0084576944
## defending_sliding_tackle 0.0030061136 -8.608781e-03 -0.0110868416
## goalkeeping_diving 0.1800069912 -5.835624e-02 0.0190764611
## goalkeeping_handling -0.0720594489 2.551843e-02 0.1427591206
## goalkeeping_kicking -0.0542655669 4.583504e-02 -0.0273258591
## goalkeeping_positioning 0.0610281113 -6.726630e-02 -0.0272295551
## goalkeeping_reflexes -0.0448762471 5.287419e-02 -0.0271991628
## PC31 PC32 PC33
## potential 0.0277399034 0.0262960015 0.0480867985
## value_eur 0.0475584166 0.0105130366 0.0406191881
## wage_eur 0.0093217251 0.0298198586 0.0204675480
## age -0.0206201234 -0.0048066312 -0.0420755350
## height_cm -0.0188349188 -0.0199216666 -0.0235682440
## weight_kg -0.0254997834 0.0295231436 0.0275747012
## league_level.1 -0.0645816904 0.0660868191 -0.0033739137
## league_level.2 -0.1071756813 -0.1189232120 0.0626597781
## league_level.3 0.3818239092 0.0434026150 0.0061358573
## league_level.4 -0.1474527628 0.0230601223 -0.0767260981
## league_level.5 -0.0583455252 -0.0467798484 -0.2019756731
## club_position.CAM -0.0674871331 0.0075926378 -0.0604999747
## club_position.CB 0.0111099271 0.0881393994 0.0210940732
## club_position.CDM -0.0296683807 -0.1366297039 0.1513848200
## club_position.CF 0.0200806567 0.2386512753 -0.0459131041
## club_position.CM 0.0629481973 -0.0238279913 -0.1763059759
## club_position.LAM 0.0572264985 0.0521639479 -0.3387662886
## club_position.LB 0.1007306471 0.0356798335 0.0813805365
## club_position.LCB -0.0393679828 0.0179733225 -0.0686004621
## club_position.LCM -0.1750907089 0.1984763452 0.1284802870
## club_position.LDM 0.1247823559 -0.1326720693 -0.1607063461
## club_position.LF 0.0663677427 -0.0120043214 0.0532442595
## club_position.LM 0.0605174618 -0.1459443651 0.0571216643
## club_position.LS -0.0215426822 0.2272493891 0.0094802782
## club_position.LW 0.0712944700 0.1418479662 -0.0339849127
## club_position.LWB -0.1774284510 -0.1175856918 -0.1325459017
## club_position.RAM -0.0722387443 -0.0306987560 -0.0343920541
## club_position.RB -0.1831487953 0.0659909776 0.0220119581
## club_position.RCB 0.0919826682 -0.0131166710 -0.0550319921
## club_position.RCM 0.2902411337 -0.1339337558 -0.0597433109
## club_position.RDM -0.0945554595 0.0546608171 -0.0547898702
## club_position.RES -0.0515630567 0.0301496292 0.0560358910
## club_position.RF 0.0468176082 0.0913126618 -0.1647505814
## club_position.RM 0.0395700729 -0.0079895119 0.0690320112
## club_position.RS -0.0855270164 -0.2067443381 -0.0908289791
## club_position.RW -0.1006313226 -0.1352585480 -0.0801675052
## club_position.RWB -0.0960838819 -0.0888849995 0.0075509415
## club_position.ST 0.0574334547 -0.0495199503 0.0554925752
## club_position.SUB 0.0280533879 0.0227578677 0.0509744944
## club_contract_valid_until.2021 0.0135365400 -0.1917092540 -0.0410766181
## club_contract_valid_until.2022 -0.0419479035 0.0819979746 0.0421159926
## club_contract_valid_until.2023 -0.0471998744 0.1238054515 0.0298321106
## club_contract_valid_until.2024 0.0480206922 0.0120686988 -0.0862903606
## club_contract_valid_until.2025 -0.0185586059 0.0033268035 -0.0812129331
## club_contract_valid_until.2026 0.1276349701 -0.2468474882 0.1951487396
## club_contract_valid_until.2027 0.0608631941 -0.0245369811 0.1354988663
## club_contract_valid_until.2028 -0.0110218620 0.2542135966 0.0305807686
## club_contract_valid_until.2031 0.1820847461 -0.0923607046 0.0090242428
## preferred_foot.Left 0.0044760935 -0.0255558427 -0.0101071381
## preferred_foot.Right -0.0044760935 0.0255558427 0.0101071381
## weak_foot.1 -0.1411181086 -0.0506200195 -0.1020784933
## weak_foot.2 0.0723322478 0.1189362686 0.0177746529
## weak_foot.3 0.0060779967 0.0226033042 -0.0163232532
## weak_foot.4 -0.0914285720 -0.1594489987 0.0318129294
## weak_foot.5 0.0708114080 0.0264982957 -0.0458923145
## skill_moves.2 -0.0270063673 -0.0817749404 0.0041949696
## skill_moves.3 0.0363382074 0.0877741771 0.0038130229
## skill_moves.4 -0.0009561672 0.0202839028 0.0023178107
## skill_moves.5 -0.0673621401 -0.1189238157 -0.0784008890
## international_reputation.1 -0.0457026879 0.0134404174 -0.0212404130
## international_reputation.2 0.0348801437 -0.0735819952 0.0058640046
## international_reputation.3 0.0478606987 0.1004137501 0.0506676344
## international_reputation.4 0.0170958716 0.0860137526 -0.0214326263
## international_reputation.5 -0.1459823183 -0.1967312097 -0.0396751765
## work_rate.High.High 0.0217614026 -0.1335839618 -0.0034401362
## work_rate.High.Low 0.1680259914 -0.0053691832 0.1045041785
## work_rate.High.Medium 0.0111072323 -0.0551906263 0.0182788960
## work_rate.Low.High 0.2260587484 -0.0456892745 -0.1321118056
## work_rate.Low.Low 0.0032177627 0.0739670725 0.1813231741
## work_rate.Low.Medium 0.1271389047 0.0974211996 0.0395002957
## work_rate.Medium.High -0.1192877712 0.0042257231 0.0528373372
## work_rate.Medium.Low -0.1900872782 0.1877836618 -0.0974932908
## work_rate.Medium.Medium -0.0515307070 0.0074247865 -0.0387184698
## body_type.Lean..170.. 0.0356435944 0.0355227196 -0.3871519275
## body_type.Lean..170.185. 0.1429217608 -0.0489372553 -0.0363755990
## body_type.Lean..185.. -0.1864597828 0.0032227414 -0.0773223724
## body_type.Normal..170.. -0.1954643905 -0.1056045240 0.4491652776
## body_type.Normal..170.185. 0.0796428147 -0.0119430542 0.0094364628
## body_type.Normal..185.. -0.0091320031 -0.0538603851 0.0028959204
## body_type.Stocky..170.. 0.0897952496 0.3213439504 -0.0465779338
## body_type.Stocky..170.185. -0.2233745698 0.1021545571 -0.0669964376
## body_type.Stocky..185.. 0.1682278414 0.1325819543 0.1720448012
## body_type.Unique 0.0114295354 0.0247808743 0.0221054017
## real_face.No 0.0591096381 0.0558519267 0.0597412520
## real_face.Yes -0.0591096381 -0.0558519267 -0.0597412520
## pace -0.0351217259 0.0162798462 -0.0012290492
## shooting 0.0156488737 -0.0185549656 0.0015646468
## passing -0.0192271035 0.0138649266 0.0030136035
## dribbling -0.0057995410 0.0104562502 0.0078291168
## defending -0.0030282026 0.0069188813 0.0040238459
## physic -0.0144609213 -0.0052464843 -0.0047953620
## attacking_crossing -0.0621717838 0.0118983978 0.0057540777
## attacking_finishing 0.0198996677 -0.0252903200 0.0017294002
## attacking_heading_accuracy 0.0072946833 0.0042505491 -0.0085914651
## attacking_short_passing 0.0035956481 0.0223630655 0.0119206628
## attacking_volleys 0.0152396218 0.0026367279 -0.0139386486
## skill_dribbling -0.0195589792 0.0031923964 0.0194391302
## skill_curve -0.0229094791 0.0093662720 -0.0104950743
## skill_fk_accuracy -0.0061731602 -0.0028506871 -0.0301827943
## skill_long_passing -0.0076052016 0.0167309471 -0.0003536358
## skill_ball_control -0.0039524890 0.0156797058 0.0126841260
## movement_acceleration -0.0237697350 0.0158329430 -0.0071372837
## movement_sprint_speed -0.0423232182 0.0149192089 0.0044429492
## movement_agility 0.0170510613 0.0091154361 -0.0350946218
## movement_reactions 0.0274017353 0.0135791870 -0.0148528992
## movement_balance 0.0414947268 0.0162459542 -0.0138304844
## power_shot_power 0.0117330417 -0.0019705660 0.0138067999
## power_jumping 0.0424487888 -0.0065890798 -0.0654347199
## power_stamina 0.0300883580 -0.0646890226 -0.0389989195
## power_strength -0.0359853578 0.0221066283 0.0079084110
## power_long_shots 0.0095095574 -0.0137666292 -0.0050663333
## mentality_aggression -0.0083467372 -0.0012324029 0.0181426457
## mentality_interceptions -0.0025614767 0.0063940947 -0.0027675934
## mentality_positioning -0.0114002022 -0.0221092412 0.0107034566
## mentality_vision -0.0017467932 -0.0007342091 0.0016258704
## mentality_penalties 0.0182734562 -0.0166534513 -0.0138583058
## mentality_composure 0.0069936626 0.0251791850 -0.0123506453
## defending_marking_awareness -0.0008714177 0.0043497716 0.0002136016
## defending_standing_tackle -0.0059097329 0.0068521531 0.0103558839
## defending_sliding_tackle -0.0069361725 0.0126765726 0.0158268593
## goalkeeping_diving 0.0722362701 0.1022300936 0.1197935192
## goalkeeping_handling -0.0819633754 0.1483384628 0.0466757625
## goalkeeping_kicking -0.0240243911 -0.0902075792 -0.0110211906
## goalkeeping_positioning 0.0032193878 0.0417060176 0.0911697289
## goalkeeping_reflexes 0.0935747795 -0.0525500785 0.0651352565
## PC34 PC35 PC36
## potential 0.0124963822 -0.0084778690 -0.0038940955
## value_eur -0.0022049072 -0.0368812500 0.0301842431
## wage_eur 0.0207132300 -0.0262072603 0.0146093257
## age -0.0002094571 0.0154636156 -0.0087089290
## height_cm -0.0018044201 0.0223528438 -0.0104342280
## weight_kg -0.0111986408 -0.0052371031 -0.0076497480
## league_level.1 0.0486955358 -0.0161622088 -0.0116830767
## league_level.2 -0.0603340094 0.0246409334 -0.0077072922
## league_level.3 -0.0295674302 -0.0257122335 0.0444122086
## league_level.4 0.0403011272 0.0217028315 -0.0427137667
## league_level.5 0.0018046339 0.0204408201 0.1105213359
## club_position.CAM 0.0189694589 -0.2483094737 -0.0794891309
## club_position.CB 0.0526931033 0.0018798743 -0.0513331666
## club_position.CDM -0.0631835027 -0.1086667371 0.2995474205
## club_position.CF -0.0885502564 0.2592616023 -0.0638011806
## club_position.CM 0.1220875571 0.1128052993 0.2046630856
## club_position.LAM -0.0304624860 -0.0115656361 -0.0229224041
## club_position.LB -0.0334412711 -0.1449667021 -0.1619550370
## club_position.LCB -0.0360649183 0.1035657169 0.1600300633
## club_position.LCM -0.0739563302 0.2577201605 -0.0469436870
## club_position.LDM -0.0484806190 0.1152216296 -0.0992185188
## club_position.LF -0.1879885353 -0.0122890902 0.0372107075
## club_position.LM 0.1133799383 0.2634739097 0.1834099127
## club_position.LS -0.2707727577 -0.1970284590 0.1503081876
## club_position.LW 0.3263954773 0.0125711034 -0.0073815014
## club_position.LWB 0.1115455617 0.1058000218 0.0988618841
## club_position.RAM 0.1250050511 -0.1466477977 -0.0153013191
## club_position.RB -0.1110940275 0.1292521815 -0.0440535183
## club_position.RCB 0.1115575629 -0.0983330602 -0.2008039047
## club_position.RCM -0.2045881579 -0.1364065252 -0.2095642906
## club_position.RDM 0.2239276053 -0.0496638913 0.0895703777
## club_position.RES 0.0219415088 -0.0493102242 0.0291847342
## club_position.RF 0.1166608454 -0.1154398067 -0.0403374880
## club_position.RM -0.0300098972 -0.0757312576 0.2022955868
## club_position.RS 0.1510117808 -0.1422113448 -0.2119770103
## club_position.RW -0.1546503959 0.0161646551 -0.2332802557
## club_position.RWB -0.0517435523 0.0232611756 0.0852411464
## club_position.ST 0.0080223789 0.2092909767 -0.0080200659
## club_position.SUB -0.0099118728 -0.0117430315 0.0218538499
## club_contract_valid_until.2021 -0.0823680021 0.0176156990 0.0350748923
## club_contract_valid_until.2022 0.0385414643 -0.0067805944 -0.0317806188
## club_contract_valid_until.2023 0.0527468486 -0.0374615117 -0.0223761651
## club_contract_valid_until.2024 -0.0028119181 -0.0282356438 0.0566373753
## club_contract_valid_until.2025 -0.0844159604 -0.0057025447 -0.0692307970
## club_contract_valid_until.2026 0.0943590808 0.2244725766 0.0430155130
## club_contract_valid_until.2027 -0.0617103876 -0.2113880014 0.1828070037
## club_contract_valid_until.2028 -0.3230073530 -0.2209826009 0.1290593992
## club_contract_valid_until.2031 -0.2112967560 -0.0990300640 -0.2566037962
## preferred_foot.Left -0.0102072382 -0.0036329882 0.0039968295
## preferred_foot.Right 0.0102072382 0.0036329882 -0.0039968295
## weak_foot.1 -0.0660680872 -0.0293600098 -0.0859126425
## weak_foot.2 0.0123007477 0.0358644832 0.0077147356
## weak_foot.3 -0.0021450411 -0.0055202386 -0.0177873492
## weak_foot.4 -0.0425769648 -0.0046410573 -0.0115339267
## weak_foot.5 0.1177110015 -0.0649660874 0.1092147205
## skill_moves.2 -0.0381885087 0.0634166205 0.0052668181
## skill_moves.3 0.0292333167 -0.0690870118 0.0262273493
## skill_moves.4 0.0652961416 -0.0191963639 -0.0729253476
## skill_moves.5 -0.2018029808 0.1159727108 0.0543853444
## international_reputation.1 0.0713089195 -0.0354536373 -0.0330396706
## international_reputation.2 -0.0314986581 0.0262423252 0.0260057019
## international_reputation.3 -0.1810887449 0.0766601796 0.0176925270
## international_reputation.4 0.2419347893 -0.1205060357 -0.0044007761
## international_reputation.5 -0.1522376518 0.0356467943 0.0409172477
## work_rate.High.High -0.1010453211 0.0120234815 0.1614758150
## work_rate.High.Low 0.0906140721 0.0780353696 -0.1035026262
## work_rate.High.Medium 0.0196621341 -0.0353935064 0.0117503555
## work_rate.Low.High -0.0208619096 -0.1107879416 0.2268075092
## work_rate.Low.Low 0.0308018351 0.0175421753 -0.3185293004
## work_rate.Low.Medium 0.1055677956 -0.0182401184 -0.0460371699
## work_rate.Medium.High 0.0204703584 0.0870862499 -0.0899192790
## work_rate.Medium.Low -0.1599742240 -0.0319128450 0.0361126475
## work_rate.Medium.Medium 0.0185934861 -0.0112970138 -0.0296554370
## body_type.Lean..170.. -0.1231808392 0.1394212367 -0.0336889252
## body_type.Lean..170.185. 0.0626404540 -0.0310076836 0.0335535432
## body_type.Lean..185.. -0.0244697226 0.0345222241 -0.0606079678
## body_type.Normal..170.. -0.0122403479 -0.0852161606 -0.0377282326
## body_type.Normal..170.185. 0.0440497572 -0.0163724643 0.0142904647
## body_type.Normal..185.. -0.0583002589 0.0627602611 0.0295002115
## body_type.Stocky..170.. -0.0424993015 0.2577587685 0.0208463424
## body_type.Stocky..170.185. 0.0606041323 -0.2708261098 0.0175094700
## body_type.Stocky..185.. -0.0341992054 0.0958358688 -0.0708451745
## body_type.Unique 0.0118644125 -0.0386381163 0.0259958964
## real_face.No -0.0569326885 0.0141167584 0.0482131825
## real_face.Yes 0.0569326885 -0.0141167584 -0.0482131825
## pace 0.0017993787 0.0230319036 -0.0257538155
## shooting -0.0006288057 0.0097621001 0.0130779303
## passing 0.0010765029 0.0048473372 -0.0091893142
## dribbling -0.0077987319 0.0157705614 -0.0122168047
## defending -0.0022591446 -0.0003664272 -0.0041707883
## physic -0.0062919395 -0.0085625973 0.0045788793
## attacking_crossing -0.0062139372 0.0096753597 -0.0087234262
## attacking_finishing -0.0034407922 0.0115509651 0.0104605865
## attacking_heading_accuracy 0.0266119456 -0.0066722199 -0.0254885667
## attacking_short_passing 0.0097192984 0.0037774735 -0.0154307695
## attacking_volleys 0.0004042206 0.0034911838 0.0051814728
## skill_dribbling -0.0166182909 0.0217877042 -0.0103427954
## skill_curve -0.0036938845 -0.0018567041 -0.0056853544
## skill_fk_accuracy 0.0148758303 -0.0203846395 0.0014081234
## skill_long_passing 0.0092619147 0.0001465645 -0.0056797818
## skill_ball_control 0.0001410329 0.0163919130 -0.0171010877
## movement_acceleration 0.0004079043 0.0133880295 -0.0213914403
## movement_sprint_speed 0.0034096700 0.0298075542 -0.0278667725
## movement_agility 0.0010983127 0.0050220421 -0.0034189739
## movement_reactions 0.0098388381 -0.0001967517 -0.0160262267
## movement_balance 0.0050779670 -0.0301068478 0.0078459907
## power_shot_power 0.0067568141 0.0090448370 0.0148789233
## power_jumping 0.0536935195 -0.0562358353 0.0016811311
## power_stamina -0.0290519513 0.0193084219 0.0248978913
## power_strength 0.0086167451 -0.0152732556 -0.0050307847
## power_long_shots 0.0020709514 0.0032682269 0.0163787799
## mentality_aggression -0.0229879442 -0.0031482021 0.0019543998
## mentality_interceptions -0.0067267850 -0.0008975636 -0.0095648117
## mentality_positioning -0.0267902038 0.0185135313 0.0054381316
## mentality_vision -0.0105131487 0.0104483306 -0.0014373643
## mentality_penalties 0.0164479667 0.0031002109 0.0122324101
## mentality_composure 0.0109037735 0.0020782115 -0.0095091573
## defending_marking_awareness -0.0010605186 -0.0020399354 0.0006076257
## defending_standing_tackle -0.0062922365 0.0021182797 -0.0007669359
## defending_sliding_tackle -0.0016743092 0.0017453917 -0.0011085384
## goalkeeping_diving -0.0562405390 0.0567900984 0.0143887443
## goalkeeping_handling 0.1157322259 0.0746023616 -0.0822193312
## goalkeeping_kicking -0.0551870649 -0.1082337991 -0.0593170402
## goalkeeping_positioning 0.1448425019 -0.0567998917 0.2278638136
## goalkeeping_reflexes -0.0009713033 0.0039400262 -0.0994920968
## PC37 PC38 PC39
## potential -0.0231701239 -0.0547984354 -4.624925e-03
## value_eur 0.0274444465 0.0789947242 -1.047999e-02
## wage_eur 0.0059215945 0.0327123303 3.067109e-03
## age 0.0225776982 0.0529960159 1.121337e-02
## height_cm 0.0100438477 0.0079275653 -1.912660e-02
## weight_kg -0.0314034234 0.0127197776 -4.205106e-03
## league_level.1 -0.0114876290 -0.0992186518 1.808143e-02
## league_level.2 -0.0057198167 0.1175368066 2.494889e-02
## league_level.3 -0.0484835360 -0.1047656386 -4.818729e-02
## league_level.4 0.1606454035 0.1722924713 -3.015331e-02
## league_level.5 -0.2463148957 -0.0809921034 1.924362e-02
## club_position.CAM -0.1191467716 -0.1141597704 -3.724685e-03
## club_position.CB -0.0373986265 0.1366203849 2.926930e-01
## club_position.CDM 0.0787232732 -0.1213228927 2.850821e-02
## club_position.CF -0.2634529573 -0.1516824198 -8.530054e-02
## club_position.CM -0.1829724164 -0.0901967652 3.620398e-02
## club_position.LAM 0.0677461644 0.1092783572 1.374928e-01
## club_position.LB 0.0603516422 -0.0126113608 -5.095301e-02
## club_position.LCB -0.0667516303 -0.0099384214 6.120268e-02
## club_position.LCM 0.0597719130 0.0425149176 -1.494560e-01
## club_position.LDM -0.2720100026 0.2953468772 -2.886734e-02
## club_position.LF -0.0273352037 -0.0255354565 -1.092429e-01
## club_position.LM 0.3496961806 0.0823551245 2.162590e-01
## club_position.LS -0.0700312030 0.0662183381 1.212991e-01
## club_position.LW 0.1333322765 0.0739304537 9.140718e-03
## club_position.LWB -0.0371405640 -0.0877597055 3.417382e-02
## club_position.RAM -0.0837067676 0.0697671673 9.157656e-02
## club_position.RB 0.0957504317 -0.0283786251 1.758599e-01
## club_position.RCB 0.1253819409 0.0374676713 -2.857431e-01
## club_position.RCM 0.1458999496 -0.1030549952 1.196132e-01
## club_position.RDM 0.1292370383 0.1016178545 -7.057562e-02
## club_position.RES -0.1222389523 -0.1368721446 7.467099e-02
## club_position.RF 0.0617293047 -0.1556354684 -1.916797e-01
## club_position.RM -0.1035378448 0.3791541523 -4.085393e-01
## club_position.RS -0.0065074654 -0.1030323216 -1.357865e-01
## club_position.RW -0.1885713100 -0.0304541580 1.683247e-01
## club_position.RWB -0.1911626619 -0.0255513521 -1.516425e-01
## club_position.ST 0.1228389660 0.0344030496 1.907360e-02
## club_position.SUB -0.0161491141 -0.0540885190 7.845299e-03
## club_contract_valid_until.2021 0.0045834126 0.1718878527 -4.623186e-04
## club_contract_valid_until.2022 0.0298388042 -0.0699186257 2.669165e-03
## club_contract_valid_until.2023 -0.0029322775 -0.1352645961 3.803665e-02
## club_contract_valid_until.2024 -0.0403456843 0.0324087480 1.543441e-02
## club_contract_valid_until.2025 0.1083447816 0.0492401094 -1.682168e-01
## club_contract_valid_until.2026 -0.2243594793 0.0483369969 1.246785e-01
## club_contract_valid_until.2027 0.1744838799 0.1629252614 5.340016e-02
## club_contract_valid_until.2028 -0.0185700680 0.0663610735 4.761732e-02
## club_contract_valid_until.2031 0.1808064353 -0.0892046427 1.001755e-01
## preferred_foot.Left -0.0053866006 0.0156921386 -5.943090e-03
## preferred_foot.Right 0.0053866006 -0.0156921386 5.943090e-03
## weak_foot.1 0.1412236289 -0.1256059687 7.265167e-03
## weak_foot.2 0.0506253444 0.0062596636 -6.318470e-02
## weak_foot.3 -0.0026114262 0.0327172153 -1.654885e-02
## weak_foot.4 -0.0610823774 0.0040192511 2.493011e-02
## weak_foot.5 -0.0232988337 -0.1073534499 1.825134e-01
## skill_moves.2 0.0548350913 -0.0875694346 -3.612758e-02
## skill_moves.3 -0.0510494172 0.0955044330 2.083431e-02
## skill_moves.4 0.0047431575 0.0025556728 4.064364e-02
## skill_moves.5 -0.0662472985 -0.0559437048 -4.098819e-02
## international_reputation.1 -0.0237947490 -0.1200552136 3.686709e-02
## international_reputation.2 0.0466637426 0.1406623777 -7.687542e-02
## international_reputation.3 -0.0273887553 -0.0322224373 8.447405e-02
## international_reputation.4 -0.0569001884 0.1058849718 -2.138565e-02
## international_reputation.5 0.1090303090 -0.1421000982 -6.188650e-02
## work_rate.High.High 0.0247534690 0.0261002866 -6.529278e-02
## work_rate.High.Low -0.1154820893 0.0236273188 -1.007095e-03
## work_rate.High.Medium 0.0110100873 -0.1480245472 -9.177271e-03
## work_rate.Low.High 0.0069665532 -0.1462721959 -1.948950e-01
## work_rate.Low.Low -0.0085971087 0.0895416787 -1.133685e-02
## work_rate.Low.Medium -0.0398121756 0.1363794669 2.462753e-01
## work_rate.Medium.High -0.0146441718 0.0490701920 -7.611478e-03
## work_rate.Medium.Low 0.0992411938 0.0703822890 1.373352e-02
## work_rate.Medium.Medium 0.0069183719 0.0317711081 2.331029e-02
## body_type.Lean..170.. 0.1216251654 0.1692329885 7.309116e-02
## body_type.Lean..170.185. -0.0398878649 -0.0506717808 1.321952e-02
## body_type.Lean..185.. 0.0767840543 0.0392695384 -4.625969e-02
## body_type.Normal..170.. -0.0111476368 -0.0575420755 -5.094588e-02
## body_type.Normal..170.185. -0.0144075224 0.0041417910 1.780453e-02
## body_type.Normal..185.. 0.0673987467 -0.0550843325 -7.597960e-02
## body_type.Stocky..170.. 0.0977868140 -0.2273971749 -1.623410e-01
## body_type.Stocky..170.185. -0.2193487373 0.0669783776 1.178102e-01
## body_type.Stocky..185.. -0.0978020176 0.0927478161 1.380459e-01
## body_type.Unique 0.0165678843 0.0693702890 -1.908216e-04
## real_face.No 0.0218821245 0.1145539828 -2.857546e-02
## real_face.Yes -0.0218821245 -0.1145539828 2.857546e-02
## pace 0.0015382176 0.0164695789 -6.826986e-03
## shooting 0.0127659183 -0.0170999674 -6.290341e-03
## passing 0.0076096852 -0.0024400715 -6.489239e-03
## dribbling 0.0036590177 -0.0114187401 -7.816809e-03
## defending -0.0027036184 -0.0020882346 1.109406e-02
## physic -0.0201769146 -0.0015624374 1.252030e-03
## attacking_crossing 0.0053953644 0.0059170432 1.715195e-02
## attacking_finishing 0.0180014257 -0.0118718778 -1.380049e-02
## attacking_heading_accuracy 0.0185738627 -0.0488613876 1.970964e-02
## attacking_short_passing 0.0096675998 -0.0067309712 -1.903348e-02
## attacking_volleys 0.0047532054 -0.0168763404 -4.035784e-04
## skill_dribbling 0.0048441071 -0.0110296370 -1.018231e-02
## skill_curve -0.0015247788 -0.0140718380 2.594996e-02
## skill_fk_accuracy -0.0084638506 0.0005569917 1.622404e-02
## skill_long_passing 0.0005733986 -0.0026381545 -1.469813e-02
## skill_ball_control 0.0058496647 -0.0115982402 -8.497926e-03
## movement_acceleration -0.0044344742 0.0109960216 -5.005075e-03
## movement_sprint_speed 0.0058308682 0.0198768347 -7.660582e-03
## movement_agility -0.0037475167 -0.0038761866 -5.304240e-03
## movement_reactions 0.0103852401 0.0094222895 3.289371e-05
## movement_balance -0.0228222881 -0.0221456191 1.431125e-02
## power_shot_power -0.0008064045 -0.0252745751 3.638840e-04
## power_jumping -0.0055899585 -0.0609423395 6.806722e-02
## power_stamina 0.0293910488 0.0231659814 -3.402641e-02
## power_strength -0.0322472794 0.0079477971 3.045950e-03
## power_long_shots 0.0107068871 -0.0134578159 6.794049e-03
## mentality_aggression -0.0259051640 -0.0338325910 1.742486e-02
## mentality_interceptions -0.0060294002 0.0027064426 1.118522e-02
## mentality_positioning 0.0206740930 -0.0231164192 -9.574465e-03
## mentality_vision 0.0135116665 -0.0007426566 -2.091204e-02
## mentality_penalties -0.0044205837 -0.0240084778 -3.143731e-03
## mentality_composure 0.0050710997 -0.0018597166 6.769935e-03
## defending_marking_awareness -0.0003790165 0.0085427237 9.575811e-03
## defending_standing_tackle -0.0048732523 -0.0046788077 7.786803e-03
## defending_sliding_tackle -0.0061060368 -0.0025141355 1.315340e-02
## goalkeeping_diving -0.1050049639 -0.1062758214 -4.263897e-02
## goalkeeping_handling 0.0172908164 0.0103565751 -9.268243e-02
## goalkeeping_kicking 0.0249349619 0.0365008546 -8.492406e-03
## goalkeeping_positioning 0.1351497102 -0.1669772369 1.239164e-01
## goalkeeping_reflexes -0.1346080447 -0.0149141884 -1.296594e-01
## PC40 PC41 PC42
## potential 0.0336207220 0.0117917163 0.0061690719
## value_eur -0.0082657450 -0.0010070315 0.0262069271
## wage_eur -0.0035205383 -0.0044948428 0.0002347986
## age -0.0473039752 -0.0221436008 -0.0116677871
## height_cm -0.0207042441 0.0002899516 -0.0135308229
## weight_kg 0.0027754725 0.0088857298 0.0370827886
## league_level.1 0.0240803431 0.0621232780 -0.0430129667
## league_level.2 -0.0372578315 -0.0217396605 -0.0093695336
## league_level.3 -0.0019032422 0.0113003183 0.1262264222
## league_level.4 0.0408543027 -0.1043894637 -0.1032165986
## league_level.5 -0.1057866651 -0.0816105932 0.2297457763
## club_position.CAM -0.2823595324 -0.0475922675 -0.0565030064
## club_position.CB 0.0404955714 -0.2758847730 -0.1008860457
## club_position.CDM -0.1821355388 -0.0458045975 -0.1357225245
## club_position.CF 0.0669709597 0.0030966982 -0.1593482013
## club_position.CM -0.1566651470 0.0306378289 0.2017461762
## club_position.LAM 0.0170000383 -0.1079462709 -0.0992031594
## club_position.LB -0.1303519091 -0.0677209909 -0.1160038832
## club_position.LCB -0.0690963047 0.0644972334 0.0081458731
## club_position.LCM 0.0351866110 -0.2452543981 0.2117892060
## club_position.LDM 0.0788358942 0.0459293312 0.0392455086
## club_position.LF -0.0729813774 -0.1386884146 -0.0735124902
## club_position.LM 0.1119482077 0.1086547202 0.0343137637
## club_position.LS 0.0886911803 -0.0148249511 0.0614899499
## club_position.LW -0.1488688426 -0.1817890804 0.1362514444
## club_position.LWB 0.2395696004 0.0270055802 0.0091360843
## club_position.RAM 0.2005377744 -0.3111461927 0.1755093269
## club_position.RB -0.0691033242 -0.0548612260 0.1078637695
## club_position.RCB 0.0676675707 0.0450600732 0.0367569233
## club_position.RCM 0.0442049205 -0.0532335841 0.0003136865
## club_position.RDM 0.1243824725 0.2811091814 -0.1648994038
## club_position.RES 0.0554078227 0.0796995514 0.0062945282
## club_position.RF 0.2088034893 -0.1199922252 0.0986266512
## club_position.RM 0.0684183933 0.0965734937 -0.0004843725
## club_position.RS -0.0074043893 0.1747125258 0.2745710450
## club_position.RW 0.1696996115 0.1215090033 -0.2013667294
## club_position.RWB -0.2795247284 -0.0265534037 -0.1936293778
## club_position.ST -0.1359971500 -0.1232384216 -0.1967544426
## club_position.SUB 0.0233043234 0.0432182073 -0.0037393812
## club_contract_valid_until.2021 -0.0421025239 -0.0528432947 0.0520356603
## club_contract_valid_until.2022 -0.0282685937 0.1170760442 -0.0339212581
## club_contract_valid_until.2023 0.0320161183 0.0651111466 -0.0307109508
## club_contract_valid_until.2024 0.0646751696 -0.0943001253 -0.0411494555
## club_contract_valid_until.2025 -0.0453583334 -0.1660882870 -0.0109696529
## club_contract_valid_until.2026 0.0054975272 0.0419018496 0.1682163677
## club_contract_valid_until.2027 -0.0348919308 0.2028659307 0.1338098898
## club_contract_valid_until.2028 0.1175073724 0.1902180038 0.1741695818
## club_contract_valid_until.2031 -0.0117991056 -0.0861519788 0.0270968004
## preferred_foot.Left 0.0265691587 -0.0137391208 0.0071896896
## preferred_foot.Right -0.0265691587 0.0137391208 -0.0071896896
## weak_foot.1 -0.3765887058 0.1653427578 0.3468457277
## weak_foot.2 -0.0922544261 -0.0295380291 -0.0092373037
## weak_foot.3 0.0227322089 -0.0077183223 0.0139487438
## weak_foot.4 0.1428115903 -0.0564599699 0.0010300666
## weak_foot.5 -0.0712859702 0.2201750606 -0.1581594709
## skill_moves.2 -0.0139755413 0.0497578424 -0.0053364457
## skill_moves.3 0.0147668338 -0.0601984247 -0.0155785601
## skill_moves.4 -0.0250545052 0.0276067340 0.0317758668
## skill_moves.5 0.1067637690 -0.0459292906 0.0374012870
## international_reputation.1 0.0431176548 0.0665953669 -0.0045127231
## international_reputation.2 -0.0213351401 -0.0729043669 0.0635782808
## international_reputation.3 -0.0381926511 -0.0033169714 -0.1193146535
## international_reputation.4 -0.0946940413 0.0177264820 -0.0515993342
## international_reputation.5 0.1853323730 -0.0703236775 0.2135743683
## work_rate.High.High 0.0636616544 0.1000436849 0.0493705711
## work_rate.High.Low -0.1377542885 -0.0555852917 0.0054352963
## work_rate.High.Medium 0.1111187705 0.0011865677 -0.0567445622
## work_rate.Low.High 0.1163237852 -0.1478785567 -0.0807401146
## work_rate.Low.Low 0.1295270545 0.1948265078 0.0308243060
## work_rate.Low.Medium 0.0443714001 0.0488762431 0.1596620536
## work_rate.Medium.High -0.0970609910 -0.0193338826 -0.0323815248
## work_rate.Medium.Low -0.1346305118 -0.0558697496 0.0775952903
## work_rate.Medium.Medium -0.0123989385 0.0207421252 -0.0213474133
## body_type.Lean..170.. -0.1374378005 0.2121548287 -0.0358215119
## body_type.Lean..170.185. -0.0087470168 -0.0449674759 -0.0071769129
## body_type.Lean..185.. -0.0888073469 -0.0321245884 -0.0259278689
## body_type.Normal..170.. 0.0367097698 -0.0808047132 0.0115140442
## body_type.Normal..170.185. 0.0336340334 -0.0488238786 -0.0110104456
## body_type.Normal..185.. 0.0216470366 0.0711542767 -0.0633392259
## body_type.Stocky..170.. 0.1498897362 0.0765738229 0.1065489686
## body_type.Stocky..170.185. 0.0585909545 -0.0442289534 0.0368570372
## body_type.Stocky..185.. -0.0001619814 0.0644313618 0.2167121195
## body_type.Unique -0.0143022262 -0.0079992098 0.0218179645
## real_face.No -0.0328428445 -0.0194345231 0.0071226710
## real_face.Yes 0.0328428445 0.0194345231 -0.0071226710
## pace -0.0231972358 0.0333294980 0.0061852822
## shooting 0.0112719976 0.0161396332 -0.0108754783
## passing -0.0101247996 0.0121788019 0.0072337850
## dribbling -0.0155875814 -0.0018353262 -0.0005283962
## defending -0.0032337411 0.0104463743 -0.0020876550
## physic 0.0081239787 0.0032992683 0.0110286731
## attacking_crossing -0.0343952987 0.0175213899 0.0015663508
## attacking_finishing 0.0085846664 0.0069617834 -0.0142834992
## attacking_heading_accuracy 0.0024048687 0.0062902919 -0.0410567305
## attacking_short_passing -0.0046572019 0.0072786781 0.0081660976
## attacking_volleys 0.0071287674 0.0121054768 -0.0121198603
## skill_dribbling -0.0218890898 0.0041567762 -0.0027042068
## skill_curve -0.0014099900 -0.0006024470 0.0052217280
## skill_fk_accuracy 0.0079639832 -0.0025729567 0.0128256539
## skill_long_passing 0.0084294346 0.0259494101 0.0130910481
## skill_ball_control -0.0087727197 -0.0018196214 -0.0009704769
## movement_acceleration -0.0159150256 0.0235565407 0.0064804507
## movement_sprint_speed -0.0274252725 0.0389962736 0.0056536869
## movement_agility -0.0139791236 -0.0078246506 0.0040135435
## movement_reactions -0.0075080205 -0.0195280601 -0.0064652489
## movement_balance 0.0219122033 -0.0256641496 0.0188919868
## power_shot_power 0.0277800139 0.0432243339 -0.0040320695
## power_jumping 0.0001985311 -0.0371741268 -0.0108027486
## power_stamina -0.0142733694 -0.0229101600 -0.0090618885
## power_strength 0.0085419120 0.0045566247 0.0160449794
## power_long_shots 0.0122511508 0.0151509101 -0.0040060230
## mentality_aggression 0.0244397902 0.0326822779 0.0135587186
## mentality_interceptions -0.0052942762 0.0011289767 -0.0012395881
## mentality_positioning -0.0310619593 0.0024217020 -0.0112456290
## mentality_vision -0.0054146453 0.0036772830 0.0013038969
## mentality_penalties 0.0057783221 0.0055231172 -0.0153154250
## mentality_composure -0.0001559740 -0.0068556248 -0.0000664342
## defending_marking_awareness -0.0060173152 0.0128663965 -0.0040201801
## defending_standing_tackle -0.0004575288 0.0115913150 0.0062307554
## defending_sliding_tackle -0.0025071418 0.0140993676 0.0023375028
## goalkeeping_diving -0.0953760206 0.1241860389 -0.0288097972
## goalkeeping_handling 0.0418825222 0.0848141788 -0.0758711925
## goalkeeping_kicking 0.0635304892 0.1359937247 -0.1297898078
## goalkeeping_positioning 0.0347732503 -0.1271746009 0.0020506395
## goalkeeping_reflexes -0.1378530041 0.0102556189 0.0856697375
## PC43 PC44 PC45
## potential 0.0099115011 7.212917e-03 1.979050e-02
## value_eur 0.0006265487 3.783443e-02 -4.003005e-02
## wage_eur -0.0032838468 4.708144e-03 -2.380633e-02
## age -0.0166765275 -2.433925e-02 -2.211737e-02
## height_cm -0.0197459217 7.720489e-04 -1.779135e-02
## weight_kg -0.0130498851 2.347862e-02 1.886020e-02
## league_level.1 -0.0281953497 -3.537462e-02 5.204811e-02
## league_level.2 0.0402576162 5.373568e-02 -6.492496e-02
## league_level.3 0.0156546422 -3.357751e-02 -1.480297e-02
## league_level.4 -0.0067437232 2.076371e-03 7.932128e-02
## league_level.5 -0.1120193877 1.099250e-01 -2.583548e-01
## club_position.CAM 0.1004676501 3.001929e-01 5.708685e-02
## club_position.CB -0.0635078196 -5.733823e-02 3.149436e-02
## club_position.CDM -0.1761544990 -3.089899e-01 -1.571346e-02
## club_position.CF 0.1531570027 8.219157e-02 5.456219e-02
## club_position.CM -0.1737607594 -9.525475e-02 -3.845563e-01
## club_position.LAM 0.1013336727 -1.772534e-01 -3.911440e-02
## club_position.LB 0.0539917341 3.311650e-02 -1.606167e-01
## club_position.LCB -0.0644033260 -1.221793e-01 5.764168e-02
## club_position.LCM 0.2304990825 7.020324e-02 -1.664225e-01
## club_position.LDM -0.2050225673 1.129373e-01 4.303716e-01
## club_position.LF -0.2197082667 9.749225e-02 1.583493e-01
## club_position.LM -0.2669489869 4.197615e-01 -3.791999e-02
## club_position.LS 0.0445915518 8.008398e-02 -3.654038e-02
## club_position.LW 0.0180964041 -8.028847e-02 2.260341e-01
## club_position.LWB 0.1390722361 -5.322348e-02 2.054557e-01
## club_position.RAM 0.0253511588 -2.426187e-02 -1.024639e-01
## club_position.RB -0.1661778558 -2.247486e-01 7.015471e-02
## club_position.RCB 0.0754871399 1.652524e-01 -1.061280e-01
## club_position.RCM 0.1171990102 -3.857022e-02 -8.942889e-04
## club_position.RDM 0.0884804290 2.060890e-01 -3.753305e-02
## club_position.RES 0.0866880626 1.624088e-02 2.943862e-02
## club_position.RF -0.3532411578 -1.127791e-01 -1.275413e-01
## club_position.RM 0.1874728906 -3.907044e-01 3.538600e-02
## club_position.RS -0.1429795695 -4.125530e-02 1.346009e-01
## club_position.RW -0.1090685916 -8.179316e-02 -3.151150e-01
## club_position.RWB -0.1620695761 2.115714e-01 7.943900e-02
## club_position.ST 0.0875204589 -1.128706e-01 -4.633040e-02
## club_position.SUB 0.0071754960 1.624837e-03 8.586442e-04
## club_contract_valid_until.2021 0.0711889562 7.818731e-02 -9.750213e-02
## club_contract_valid_until.2022 -0.0375500840 -4.148778e-02 4.997631e-02
## club_contract_valid_until.2023 -0.0367182630 -7.327522e-02 6.993736e-02
## club_contract_valid_until.2024 -0.0275175343 -1.774625e-02 2.132833e-02
## club_contract_valid_until.2025 0.0138798422 1.573546e-01 -1.241633e-01
## club_contract_valid_until.2026 0.1155220038 -7.197383e-02 1.631248e-02
## club_contract_valid_until.2027 0.0350787017 8.127138e-02 -6.373128e-02
## club_contract_valid_until.2028 -0.1156388117 5.965404e-03 5.155594e-02
## club_contract_valid_until.2031 0.0001694981 -3.123003e-02 1.332330e-01
## preferred_foot.Left 0.0178961930 1.741329e-02 -1.682649e-02
## preferred_foot.Right -0.0178961930 -1.741329e-02 1.682649e-02
## weak_foot.1 0.2741089969 -5.847234e-02 7.153172e-02
## weak_foot.2 -0.2028621902 -7.383439e-02 1.150869e-01
## weak_foot.3 -0.0258791868 1.628480e-02 -1.355253e-02
## weak_foot.4 0.1716930166 5.379199e-02 -1.086076e-01
## weak_foot.5 0.1245098100 3.266819e-02 -1.708527e-02
## skill_moves.2 -0.0158146719 -4.269576e-02 5.068846e-02
## skill_moves.3 0.0099569081 5.651685e-02 -3.772149e-02
## skill_moves.4 -0.0016423475 -3.672657e-02 -5.022912e-02
## skill_moves.5 0.0602956441 5.581546e-02 9.892625e-02
## international_reputation.1 -0.0014129962 -2.518848e-02 2.859824e-02
## international_reputation.2 0.0008842585 1.368508e-02 -3.088856e-02
## international_reputation.3 0.0269572373 3.431771e-02 1.417950e-02
## international_reputation.4 -0.0678883990 -1.538566e-02 -6.167510e-02
## international_reputation.5 0.0357142391 7.116558e-03 6.779526e-02
## work_rate.High.High 0.0582154681 3.641631e-02 -9.306804e-02
## work_rate.High.Low 0.0283911152 -3.391696e-02 -8.280968e-03
## work_rate.High.Medium 0.0582846202 -1.589786e-02 3.777355e-02
## work_rate.Low.High -0.0301483423 7.517639e-02 1.616768e-02
## work_rate.Low.Low -0.1995082368 -9.582604e-02 -1.519313e-01
## work_rate.Low.Medium 0.0196711568 -2.992513e-02 2.779607e-02
## work_rate.Medium.High -0.0203500142 3.171349e-02 -6.055211e-02
## work_rate.Medium.Low -0.1137009286 6.811994e-02 2.209755e-02
## work_rate.Medium.Medium -0.0039569050 -4.389498e-02 4.882422e-02
## body_type.Lean..170.. 0.0357809558 -8.878668e-02 -1.551006e-02
## body_type.Lean..170.185. 0.0764892608 1.848925e-02 -1.415813e-02
## body_type.Lean..185.. -0.0693136563 -5.052106e-02 -8.734528e-02
## body_type.Normal..170.. -0.1019845927 -2.434865e-02 1.720390e-02
## body_type.Normal..170.185. 0.0074543542 2.706112e-02 -8.371755e-03
## body_type.Normal..185.. -0.0232814737 -4.976929e-02 3.751983e-02
## body_type.Stocky..170.. -0.0176371878 2.117900e-02 1.957953e-02
## body_type.Stocky..170.185. 0.0574707188 1.036120e-01 1.301397e-01
## body_type.Stocky..185.. 0.0137828387 8.984451e-02 1.887387e-03
## body_type.Unique -0.0433265782 1.124391e-02 -5.048250e-02
## real_face.No -0.0205240196 4.404821e-02 -6.496914e-02
## real_face.Yes 0.0205240196 -4.404821e-02 6.496914e-02
## pace -0.0170486754 3.194459e-03 4.845440e-03
## shooting 0.0015201357 -4.732259e-03 9.051339e-03
## passing -0.0308570142 -6.608660e-03 1.339866e-02
## dribbling -0.0218421899 -1.393759e-02 1.660345e-02
## defending 0.0080355350 -1.049999e-03 -5.934433e-03
## physic 0.0086218490 1.849354e-02 1.970797e-02
## attacking_crossing -0.0490289299 -2.517894e-02 1.820621e-02
## attacking_finishing 0.0034070446 -4.516914e-03 1.468654e-03
## attacking_heading_accuracy 0.0183877259 -2.174301e-02 -1.281736e-02
## attacking_short_passing -0.0278798065 -5.639423e-03 1.371834e-02
## attacking_volleys 0.0129636704 -2.470127e-03 5.957397e-03
## skill_dribbling -0.0274104421 -1.258183e-02 2.198826e-02
## skill_curve -0.0078488574 -1.498176e-02 3.061977e-04
## skill_fk_accuracy 0.0187073002 7.561220e-03 -7.724910e-03
## skill_long_passing -0.0226156605 1.733988e-03 1.454629e-02
## skill_ball_control -0.0266666530 -1.686045e-02 1.630342e-02
## movement_acceleration -0.0107347834 3.254964e-03 5.427333e-03
## movement_sprint_speed -0.0202722510 3.116085e-03 4.006248e-03
## movement_agility 0.0035246537 -7.021425e-03 6.997293e-05
## movement_reactions -0.0078628359 -1.205311e-02 -1.218297e-02
## movement_balance 0.0278497611 6.570502e-03 5.015112e-03
## power_shot_power -0.0051870607 -5.955583e-03 2.229198e-02
## power_jumping 0.0784143291 -4.578632e-03 -2.696669e-02
## power_stamina 0.0086625068 1.219677e-02 -1.172621e-02
## power_strength -0.0077463728 2.386534e-02 2.465081e-02
## power_long_shots -0.0021478149 -8.637849e-04 1.452372e-02
## mentality_aggression 0.0223765446 -1.155356e-03 3.060140e-02
## mentality_interceptions 0.0116071058 -1.635928e-05 -9.322420e-03
## mentality_positioning -0.0090244184 -1.022628e-02 1.303807e-02
## mentality_vision -0.0215587582 8.902446e-03 8.519169e-03
## mentality_penalties 0.0233699559 -1.424230e-02 -6.212741e-03
## mentality_composure -0.0117019425 -2.027343e-02 -2.474186e-03
## defending_marking_awareness 0.0032656525 2.580048e-03 -9.916743e-03
## defending_standing_tackle 0.0084857297 -6.806249e-05 8.076604e-04
## defending_sliding_tackle 0.0014793718 -3.882903e-03 1.746415e-03
## goalkeeping_diving 0.0414654749 1.573775e-02 -5.163268e-02
## goalkeeping_handling 0.0584804647 -5.952827e-03 -4.646935e-02
## goalkeeping_kicking -0.0324352168 -7.865197e-02 -1.033399e-01
## goalkeeping_positioning 0.1086507945 -1.575914e-03 7.210244e-02
## goalkeeping_reflexes -0.0709336672 6.011446e-02 4.558622e-02
## PC46 PC47 PC48
## potential 0.0062388812 4.235247e-03 0.0253171574
## value_eur 0.0170141002 3.641738e-02 0.0073699304
## wage_eur -0.0111830220 2.823166e-02 0.0001800914
## age -0.0031077214 7.111381e-03 -0.0029278457
## height_cm -0.0047647941 9.846435e-03 -0.0125163719
## weight_kg -0.0170046229 -4.508477e-03 -0.0315037600
## league_level.1 -0.0065515643 -3.855701e-02 0.0299090392
## league_level.2 0.0397067743 1.547445e-02 -0.0206288188
## league_level.3 -0.0807919840 8.872080e-02 -0.0659936977
## league_level.4 0.0224255664 -7.015108e-02 0.0259932858
## league_level.5 0.1206021579 4.908621e-02 0.1458189279
## club_position.CAM 0.2240966142 1.494490e-01 0.1824274725
## club_position.CB -0.0379378575 -9.067103e-02 0.3828498069
## club_position.CDM -0.1679741961 1.590901e-01 -0.0894415936
## club_position.CF -0.0591317842 1.303854e-01 -0.1800134085
## club_position.CM 0.2574556980 -2.609395e-01 -0.0577936373
## club_position.LAM -0.1566619096 1.389017e-01 0.0581471664
## club_position.LB -0.0186768585 -1.715582e-01 -0.0024351720
## club_position.LCB 0.0320678100 1.368250e-01 -0.0382067128
## club_position.LCM -0.1698102754 2.498992e-01 0.0325580211
## club_position.LDM -0.0504239428 -1.707203e-01 0.0660045659
## club_position.LF 0.4164058323 1.569308e-01 -0.2900706540
## club_position.LM -0.2331676300 1.419220e-01 0.0250860422
## club_position.LS -0.0151033150 1.510868e-02 0.0244762823
## club_position.LW 0.1553950696 -2.282445e-01 -0.2328487825
## club_position.LWB 0.2914975103 1.549242e-01 0.0517872162
## club_position.RAM -0.0613447010 -1.677050e-01 -0.4837660046
## club_position.RB 0.1598667886 1.126133e-01 -0.1031179559
## club_position.RCB 0.0459649970 3.341164e-03 -0.0532190394
## club_position.RCM 0.0088620310 -4.939666e-02 0.0608225253
## club_position.RDM 0.0763353455 -1.526921e-01 -0.1365258737
## club_position.RES -0.0481838611 -1.729493e-03 -0.0414389697
## club_position.RF -0.1724265237 1.459329e-01 0.1273070143
## club_position.RM -0.0221077902 -8.888596e-02 0.1870476478
## club_position.RS -0.0088692972 1.808350e-01 0.1454540208
## club_position.RW -0.0522563381 -1.974050e-01 -0.0692534620
## club_position.RWB -0.3572899438 -2.135901e-01 -0.0960330672
## club_position.ST 0.0426113694 -1.016347e-01 -0.0237528315
## club_position.SUB 0.0052483536 -2.420558e-03 0.0094350788
## club_contract_valid_until.2021 0.0360077335 4.514815e-02 -0.0397939230
## club_contract_valid_until.2022 -0.0301111139 -5.364807e-02 0.0283994973
## club_contract_valid_until.2023 0.0034695917 1.272782e-02 -0.0051022628
## club_contract_valid_until.2024 0.0175049312 -2.242130e-03 0.0086637523
## club_contract_valid_until.2025 -0.0145552741 -5.673759e-02 0.0046110060
## club_contract_valid_until.2026 -0.0448309811 1.424939e-01 -0.0173137565
## club_contract_valid_until.2027 0.2006725219 2.318190e-03 0.0210090707
## club_contract_valid_until.2028 -0.0669228730 -3.334829e-02 -0.0694077664
## club_contract_valid_until.2031 0.0547520248 2.148830e-02 -0.0953050913
## preferred_foot.Left 0.0078242595 1.465423e-02 -0.0064152708
## preferred_foot.Right -0.0078242595 -1.465423e-02 0.0064152708
## weak_foot.1 -0.2707809664 -6.409958e-02 -0.1068571072
## weak_foot.2 -0.0168030779 -1.223802e-02 0.0173158580
## weak_foot.3 -0.0169634117 2.569879e-02 -0.0329544182
## weak_foot.4 0.0798371613 -4.715370e-03 0.0337153502
## weak_foot.5 -0.0116986620 -2.194801e-02 0.0148282695
## skill_moves.2 0.0017775814 -9.056938e-02 0.0242104505
## skill_moves.3 -0.0115353055 1.104715e-01 -0.0259672266
## skill_moves.4 0.0284750557 -3.618357e-02 0.0053916002
## skill_moves.5 -0.0435003491 1.435492e-02 -0.0149530666
## international_reputation.1 -0.0188022354 -3.878354e-02 0.0303855293
## international_reputation.2 -0.0040838671 1.716975e-02 -0.0358914854
## international_reputation.3 0.0807426675 6.688836e-03 -0.0051639369
## international_reputation.4 -0.0715280811 1.670502e-01 -0.0070133626
## international_reputation.5 0.0005715041 -2.060319e-01 0.0661047705
## work_rate.High.High -0.0198036280 1.179704e-02 -0.1157835441
## work_rate.High.Low -0.0679578818 1.338367e-01 -0.0986379288
## work_rate.High.Medium -0.0180350231 -3.099598e-02 -0.0212763433
## work_rate.Low.High -0.0734249734 1.914144e-02 -0.0352325333
## work_rate.Low.Low -0.0042053637 6.575008e-02 -0.1308294985
## work_rate.Low.Medium -0.0905524185 -7.723763e-03 -0.0558767841
## work_rate.Medium.High 0.0781594943 4.201031e-02 0.0744930352
## work_rate.Medium.Low 0.0600928994 -3.410613e-02 0.1165303011
## work_rate.Medium.Medium 0.0327717071 -5.978931e-02 0.0638030930
## body_type.Lean..170.. 0.0074602562 6.722996e-02 -0.1304196205
## body_type.Lean..170.185. 0.0282124745 3.746417e-02 0.0804122029
## body_type.Lean..185.. -0.0292488450 -4.983771e-02 0.0558111333
## body_type.Normal..170.. 0.0236029500 -1.106819e-01 0.0539821201
## body_type.Normal..170.185. 0.0091681732 3.503802e-02 0.0329022044
## body_type.Normal..185.. 0.0133556378 1.413294e-02 -0.1225649493
## body_type.Stocky..170.. 0.0375019644 -1.989398e-01 0.0709257176
## body_type.Stocky..170.185. -0.1643360037 9.297239e-02 -0.1619182777
## body_type.Stocky..185.. 0.0548757659 -1.311271e-01 0.1176378207
## body_type.Unique -0.0003735095 1.987187e-02 -0.0026594113
## real_face.No 0.0340837533 5.556350e-02 0.0007050525
## real_face.Yes -0.0340837533 -5.556350e-02 -0.0007050525
## pace -0.0068128090 -5.463501e-03 0.0189171519
## shooting -0.0077292414 -1.733208e-02 0.0004335353
## passing -0.0068103475 -9.908036e-03 -0.0085831496
## dribbling 0.0017320789 -4.075563e-03 0.0047941684
## defending -0.0043498142 3.393344e-04 0.0005343111
## physic -0.0008879488 -2.229532e-02 0.0060329920
## attacking_crossing -0.0072720264 -1.904995e-02 -0.0437893246
## attacking_finishing -0.0047152227 -9.878080e-03 0.0055307763
## attacking_heading_accuracy 0.0131905385 -3.603092e-03 0.0572885605
## attacking_short_passing 0.0036041747 2.465688e-03 0.0171330774
## attacking_volleys 0.0035380421 -9.368785e-03 0.0057638034
## skill_dribbling -0.0024764645 -1.017834e-02 -0.0090339862
## skill_curve -0.0104656213 -1.143216e-02 -0.0239677909
## skill_fk_accuracy -0.0025418492 -8.246204e-03 -0.0106835858
## skill_long_passing -0.0099438596 -4.986383e-04 0.0100047185
## skill_ball_control 0.0085950595 -2.802081e-03 0.0129052835
## movement_acceleration -0.0091253657 -2.191823e-03 0.0199459617
## movement_sprint_speed -0.0039343300 -7.930056e-03 0.0166688171
## movement_agility -0.0020960692 6.763089e-03 0.0209326122
## movement_reactions 0.0107558420 1.198566e-02 0.0211883844
## movement_balance -0.0020051628 7.459382e-03 0.0230459284
## power_shot_power -0.0203205377 -3.197106e-02 -0.0068706567
## power_jumping 0.0095205279 2.079953e-02 0.0818988560
## power_stamina 0.0172173969 -1.664107e-02 -0.0027981733
## power_strength -0.0073395602 -1.683492e-02 0.0022744116
## power_long_shots -0.0091818209 -2.083474e-02 -0.0061781512
## mentality_aggression -0.0047490109 -2.835319e-02 -0.0001408968
## mentality_interceptions -0.0057866111 3.007187e-03 -0.0054489077
## mentality_positioning -0.0027227569 -2.212231e-02 -0.0087733127
## mentality_vision -0.0129649941 -1.777830e-02 -0.0067288175
## mentality_penalties 0.0156891032 -2.220540e-03 0.0125799260
## mentality_composure 0.0069161051 5.670107e-03 0.0194965290
## defending_marking_awareness -0.0019948714 -7.428269e-05 0.0005619168
## defending_standing_tackle -0.0068749220 -1.560164e-03 -0.0058436584
## defending_sliding_tackle -0.0078984208 3.096343e-03 -0.0054200795
## goalkeeping_diving -0.0002467729 -8.041171e-02 0.1035786547
## goalkeeping_handling 0.0946266920 1.645521e-01 -0.0757449391
## goalkeeping_kicking 0.0537030871 1.853817e-01 -0.0587526943
## goalkeeping_positioning -0.0357184979 -7.632952e-02 0.0226845110
## goalkeeping_reflexes -0.0157940960 4.234046e-02 -0.0108602102
## PC49 PC50 PC51
## potential 0.0067287910 0.0253698092 -0.0062134374
## value_eur -0.0143661591 -0.0003422931 0.0180323423
## wage_eur -0.0070777558 -0.0217599555 -0.0002586437
## age 0.0110007277 -0.0281370546 -0.0137086291
## height_cm -0.0167033117 -0.0223211427 -0.0029517875
## weight_kg -0.0058376401 0.0305175112 0.0487296391
## league_level.1 0.0307201187 -0.0598936657 -0.0285079643
## league_level.2 0.0490106725 -0.0114373548 -0.0228958519
## league_level.3 -0.0194810278 0.0817219736 0.1000263325
## league_level.4 -0.1840444032 0.0930894994 -0.0223239454
## league_level.5 0.1853349335 -0.1734952385 -0.0085685296
## club_position.CAM -0.2182806354 0.1558440465 0.2713397718
## club_position.CB -0.1941890866 0.3091717304 -0.2390921255
## club_position.CDM -0.1448882803 0.3249154712 0.1889126739
## club_position.CF -0.0648722376 0.0868964233 -0.0348860369
## club_position.CM -0.0688009875 -0.0020608908 0.0156895391
## club_position.LAM 0.5522758669 0.2490786479 0.1479688715
## club_position.LB 0.0522901541 0.0152053001 -0.0701442696
## club_position.LCB -0.0258691900 -0.1473884587 -0.1286024394
## club_position.LCM -0.0546511371 -0.1620567444 -0.0570987385
## club_position.LDM -0.0514165187 -0.1991573245 0.0692782152
## club_position.LF 0.2029558496 0.1392824789 -0.4652026433
## club_position.LM -0.0213644900 -0.0398312566 -0.0424406889
## club_position.LS 0.0463089307 -0.0257621421 0.0175854450
## club_position.LW 0.0044395574 0.1153189130 0.0564087181
## club_position.LWB 0.1582236669 0.1538255668 0.2121938447
## club_position.RAM -0.0289224149 -0.0302478387 -0.0646322341
## club_position.RB -0.0698493020 -0.1056677262 0.1566125433
## club_position.RCB 0.0957296295 0.0392440794 0.1664162603
## club_position.RCM 0.0106191581 -0.0130433595 -0.2272787004
## club_position.RDM -0.0144417410 0.1584561017 -0.0189275942
## club_position.RES 0.0231263282 -0.0547651633 -0.0066500831
## club_position.RF 0.1001982423 -0.0123041254 0.0417693195
## club_position.RM 0.0028447272 -0.1154275995 -0.0613502060
## club_position.RS -0.0554105043 0.0811940865 -0.1794902887
## club_position.RW -0.2488466355 0.0567484039 0.1045291475
## club_position.RWB 0.3416792492 0.0498326227 -0.0221679663
## club_position.ST 0.0742456711 -0.0562654570 0.0555319311
## club_position.SUB 0.0176514683 -0.0358525420 -0.0018878670
## club_contract_valid_until.2021 -0.0107019304 0.1007727089 0.0128202002
## club_contract_valid_until.2022 0.0237533173 -0.0918289943 -0.0131746450
## club_contract_valid_until.2023 0.0400324945 -0.1311180427 -0.0315595960
## club_contract_valid_until.2024 -0.0764206215 -0.0154494585 0.0566993581
## club_contract_valid_until.2025 0.0036873449 0.1357761719 0.0313005880
## club_contract_valid_until.2026 0.0001577633 0.2468291354 -0.1093871794
## club_contract_valid_until.2027 0.0849325214 0.0138225741 0.0307168447
## club_contract_valid_until.2028 -0.0080459836 0.1277411927 0.0230831736
## club_contract_valid_until.2031 0.0315485022 -0.2370534078 0.2323428389
## preferred_foot.Left -0.0084860113 0.0108995743 0.0096814780
## preferred_foot.Right 0.0084860113 -0.0108995743 -0.0096814780
## weak_foot.1 -0.1095998546 0.1041712018 -0.2020222016
## weak_foot.2 -0.0625893007 -0.0054257272 0.0567704496
## weak_foot.3 -0.0014023712 0.0311916812 0.0205903943
## weak_foot.4 0.0667226986 0.0009662648 -0.0520595764
## weak_foot.5 0.0471393684 -0.1434943830 -0.0265998109
## skill_moves.2 0.0052018970 -0.0382757115 -0.0229115197
## skill_moves.3 -0.0402473210 0.0381907630 0.0332358327
## skill_moves.4 0.0715251300 -0.0249271480 -0.0227103992
## skill_moves.5 -0.0210589864 0.1196176539 0.0187279015
## international_reputation.1 0.0819113255 0.0175176542 -0.0621664394
## international_reputation.2 -0.0888496703 0.0494291193 0.0704807237
## international_reputation.3 -0.0097277157 -0.1268370305 0.0214379355
## international_reputation.4 -0.0180564961 -0.0298762098 -0.0628931972
## international_reputation.5 0.0555661477 0.0667365673 0.0557624475
## work_rate.High.High -0.0150923152 0.0015107114 0.1175708034
## work_rate.High.Low 0.0143641090 -0.0362149006 0.1721098529
## work_rate.High.Medium -0.0046601870 -0.0356293003 -0.1132106032
## work_rate.Low.High -0.2223642032 -0.0057434119 -0.1161211683
## work_rate.Low.Low 0.0676182781 0.1648730300 -0.0360900550
## work_rate.Low.Medium 0.0638983116 -0.0624776333 -0.0355690447
## work_rate.Medium.High 0.0611923470 0.0227850797 0.0719493857
## work_rate.Medium.Low 0.0224373237 -0.0008341259 -0.0637396980
## work_rate.Medium.Medium 0.0016594106 0.0349627775 -0.0035198309
## body_type.Lean..170.. -0.0593789857 0.0216545250 -0.0023208520
## body_type.Lean..170.185. -0.0357728586 -0.0583402862 -0.0580162709
## body_type.Lean..185.. 0.0208999736 -0.0897602224 -0.0800548998
## body_type.Normal..170.. 0.1472559168 -0.0058055856 0.0817071129
## body_type.Normal..170.185. 0.0079198143 0.0011881136 -0.0485130523
## body_type.Normal..185.. -0.0470946427 0.0213236432 0.0745270346
## body_type.Stocky..170.. -0.0430986218 0.2143212557 0.0724915023
## body_type.Stocky..170.185. -0.0569576459 0.0255690069 0.0494786017
## body_type.Stocky..185.. 0.1386176255 0.1741022798 0.0962607675
## body_type.Unique 0.0001889271 -0.0370357408 0.0111423549
## real_face.No -0.0621259036 -0.0409030714 0.0411578044
## real_face.Yes 0.0621259036 0.0409030714 -0.0411578044
## pace -0.0103339971 -0.0039724047 0.0023380150
## shooting -0.0073344231 -0.0124529118 -0.0016816332
## passing 0.0023252454 0.0010029617 0.0000420610
## dribbling 0.0024555657 0.0110460255 0.0017756399
## defending 0.0126710516 -0.0141620783 0.0057845582
## physic -0.0074590598 0.0174541997 -0.0072040475
## attacking_crossing 0.0359043050 -0.0216798242 0.0243360976
## attacking_finishing -0.0084485977 -0.0115321952 -0.0033301594
## attacking_heading_accuracy 0.0239466463 -0.0461336598 -0.0384335779
## attacking_short_passing -0.0054574644 0.0066628182 -0.0168054162
## attacking_volleys -0.0006338894 -0.0290830081 -0.0009638639
## skill_dribbling 0.0073065361 0.0108965618 0.0132605184
## skill_curve 0.0146406359 -0.0129542151 0.0054970643
## skill_fk_accuracy 0.0149520866 -0.0091239154 0.0061659726
## skill_long_passing -0.0203892060 0.0129547074 -0.0124976522
## skill_ball_control 0.0053776174 0.0094592946 -0.0035738730
## movement_acceleration -0.0175889088 0.0004480876 -0.0002752045
## movement_sprint_speed -0.0039844618 -0.0073459977 0.0034925330
## movement_agility -0.0251359986 0.0086695034 -0.0165507573
## movement_reactions 0.0117417302 -0.0009932751 -0.0263500719
## movement_balance -0.0115243319 0.0116350831 -0.0087658230
## power_shot_power -0.0079100289 -0.0072030369 -0.0011131225
## power_jumping -0.0007782219 -0.0368834973 -0.0721377993
## power_stamina -0.0425678152 0.0143611428 -0.0219529714
## power_strength -0.0003571678 0.0188016076 0.0069538201
## power_long_shots -0.0106349742 -0.0036331779 0.0001990548
## mentality_aggression 0.0178439374 0.0119786529 -0.0035026666
## mentality_interceptions 0.0113334053 -0.0127078934 0.0054034688
## mentality_positioning 0.0135231734 -0.0139874773 0.0055647152
## mentality_vision -0.0143091938 0.0173455535 0.0014556956
## mentality_penalties 0.0052907800 -0.0418117784 -0.0040739116
## mentality_composure -0.0021419810 0.0041506967 -0.0134233439
## defending_marking_awareness 0.0063449358 -0.0096411393 0.0044349701
## defending_standing_tackle 0.0142320448 -0.0088374938 0.0115380383
## defending_sliding_tackle 0.0128677645 -0.0155408407 0.0153768886
## goalkeeping_diving 0.0852130427 0.1057541471 -0.0965292170
## goalkeeping_handling -0.0440970820 -0.0194375785 -0.0945649015
## goalkeeping_kicking 0.0511247795 -0.0195348100 -0.0675847956
## goalkeeping_positioning 0.0628650074 -0.1390756951 0.0590026035
## goalkeeping_reflexes -0.0609282079 0.0006356381 0.1883033429
## PC52 PC53 PC54
## potential -0.0125420899 -0.0385658571 -0.0114694555
## value_eur 0.0070240491 -0.0029670503 -0.0081077223
## wage_eur 0.0161319831 0.0178125252 -0.0219652794
## age -0.0013617212 -0.0092948497 -0.0417760021
## height_cm 0.0029470623 0.0125058435 0.0219579954
## weight_kg -0.0098707409 0.0393636212 0.0114290476
## league_level.1 0.0368205546 0.0085571878 -0.0185223230
## league_level.2 -0.1082066987 0.0613743079 -0.0346803978
## league_level.3 0.0843202966 -0.0440935061 0.0884159567
## league_level.4 -0.0248524460 -0.0847126263 0.0839069786
## league_level.5 0.1371605640 0.0239476159 -0.4155405012
## club_position.CAM 0.1266624751 -0.0593213079 0.1955088913
## club_position.CB 0.0254967089 -0.0721768082 -0.0705247213
## club_position.CDM 0.1223882145 0.0089006766 -0.2220814110
## club_position.CF 0.0327923011 -0.0077285219 -0.1494304374
## club_position.CM 0.0610024238 0.1282484168 0.2261272755
## club_position.LAM 0.0954826938 0.0790648284 0.1215530812
## club_position.LB 0.0182279515 -0.0856644283 0.1094618824
## club_position.LCB -0.0739411957 -0.1038878002 0.0184632980
## club_position.LCM -0.1218983280 -0.0546934916 0.1299064485
## club_position.LDM 0.1447294055 0.1614720123 0.0844939877
## club_position.LF -0.0638374880 0.0567834389 -0.0566626159
## club_position.LM 0.2098327254 0.1289354741 -0.0307176296
## club_position.LS 0.0003928513 -0.0449424237 -0.0240821566
## club_position.LW -0.2938630398 0.2247020976 0.0325109639
## club_position.LWB 0.0227782509 0.0860308147 -0.2221767817
## club_position.RAM 0.3743156836 -0.3757564845 0.0158227322
## club_position.RB 0.0271145350 -0.0630378572 0.0486555143
## club_position.RCB 0.0932683695 0.0798798345 -0.0481571553
## club_position.RCM -0.0621436418 0.1285296061 -0.0077694676
## club_position.RDM -0.1100970923 -0.2459077120 -0.2402129707
## club_position.RES -0.0337263486 0.0846467110 0.0450291591
## club_position.RF -0.4239754592 -0.0491803414 0.0339056179
## club_position.RM 0.1441181475 -0.0289070529 -0.1164864898
## club_position.RS 0.0239726216 -0.2779177562 0.0597614181
## club_position.RW -0.2479940039 0.0697522225 -0.1794446516
## club_position.RWB -0.1457209923 -0.1962150612 0.0209989857
## club_position.ST 0.0513667703 0.0499289219 -0.0251553893
## club_position.SUB -0.0050530515 0.0061261980 0.0033294402
## club_contract_valid_until.2021 -0.1125532087 -0.0206725339 0.0570829115
## club_contract_valid_until.2022 0.0351411445 -0.0239943490 -0.0351313204
## club_contract_valid_until.2023 0.0303760499 0.0232586477 -0.0556129764
## club_contract_valid_until.2024 0.0157497267 0.0617647074 0.1127250003
## club_contract_valid_until.2025 0.1017173835 0.0771605045 -0.1489372102
## club_contract_valid_until.2026 -0.1499283365 -0.2064917718 0.1284493051
## club_contract_valid_until.2027 -0.1699678920 -0.1067909792 0.0428481452
## club_contract_valid_until.2028 0.0476826990 0.0469503407 0.0924908574
## club_contract_valid_until.2031 -0.0083091442 -0.1944455824 -0.1962799907
## preferred_foot.Left -0.0090306722 0.0150987226 0.0029182924
## preferred_foot.Right 0.0090306722 -0.0150987226 -0.0029182924
## weak_foot.1 0.0778253891 0.2340416705 -0.1981568676
## weak_foot.2 0.0157930507 -0.0668472593 -0.0416150836
## weak_foot.3 -0.0059571360 0.0258487637 -0.0088870057
## weak_foot.4 -0.0178133675 0.0512534629 0.0285106243
## weak_foot.5 -0.0040999733 -0.1280278180 0.1543180936
## skill_moves.2 -0.0253629080 0.0018148396 -0.0089083705
## skill_moves.3 0.0525266607 -0.0124503013 0.0164489137
## skill_moves.4 -0.0485997520 0.0320859203 -0.0270152878
## skill_moves.5 -0.0083621672 -0.0519867769 0.0574766641
## international_reputation.1 0.0752722731 -0.0277932311 0.0269276557
## international_reputation.2 -0.0924689880 0.0454270529 -0.0225788436
## international_reputation.3 -0.0224517491 -0.0486754272 -0.0077037347
## international_reputation.4 0.0800279628 0.0463998668 -0.0395309294
## international_reputation.5 -0.0165439360 0.0118976344 0.0660679856
## work_rate.High.High -0.1498433848 0.0755794061 0.1172922527
## work_rate.High.Low -0.0160900040 -0.0179371748 -0.0017216927
## work_rate.High.Medium 0.0282003972 -0.0172133502 0.0218477847
## work_rate.Low.High 0.0108872512 0.0798981806 -0.1165308704
## work_rate.Low.Low 0.2227898508 0.2202105397 0.0126943923
## work_rate.Low.Medium -0.1220044988 0.0412166458 -0.1053264979
## work_rate.Medium.High 0.0891520215 -0.0321152092 0.1411698314
## work_rate.Medium.Low 0.0241380496 -0.0361499412 -0.0159820274
## work_rate.Medium.Medium 0.0044921823 -0.0425260144 -0.0863914281
## body_type.Lean..170.. -0.0413026298 -0.2194461146 -0.0114554053
## body_type.Lean..170.185. 0.0039291263 0.0210285532 -0.0715316435
## body_type.Lean..185.. -0.0241121983 -0.0748160692 0.0246057657
## body_type.Normal..170.. 0.0363783019 0.0603188179 -0.0086865720
## body_type.Normal..170.185. 0.0196734221 0.0192278084 -0.0020350456
## body_type.Normal..185.. 0.0573279837 0.0483256488 0.1172326935
## body_type.Stocky..170.. 0.0814917371 -0.1225411253 0.0918351387
## body_type.Stocky..170.185. -0.1622783285 0.2165169803 0.0401278488
## body_type.Stocky..185.. -0.0504692238 -0.1805989502 -0.2464674951
## body_type.Unique 0.0249070474 0.0425616745 0.0045275620
## real_face.No -0.0674257749 0.0229370600 -0.0858441297
## real_face.Yes 0.0674257749 -0.0229370600 0.0858441297
## pace 0.0066689956 0.0189492947 -0.0111226675
## shooting -0.0055546028 0.0022122664 -0.0059503094
## passing 0.0037305889 -0.0022446806 -0.0067440738
## dribbling -0.0029057781 -0.0224625406 -0.0131657532
## defending -0.0037941577 -0.0001713470 -0.0001843458
## physic 0.0018731648 0.0250670667 -0.0050207262
## attacking_crossing -0.0017375549 0.0064924111 -0.0005321396
## attacking_finishing -0.0052974799 -0.0036112077 -0.0077507388
## attacking_heading_accuracy -0.0035737633 -0.0366710922 -0.0328265364
## attacking_short_passing 0.0065176859 -0.0249542234 -0.0197239722
## attacking_volleys -0.0004605239 0.0093118195 0.0039004175
## skill_dribbling -0.0063586578 -0.0240744932 -0.0028715760
## skill_curve 0.0091237211 0.0199392841 0.0072054948
## skill_fk_accuracy 0.0156532251 0.0439700611 0.0153057836
## skill_long_passing 0.0043532479 -0.0016808098 -0.0072162455
## skill_ball_control -0.0014262161 -0.0296361720 -0.0217645194
## movement_acceleration 0.0065883379 0.0182172987 -0.0090376015
## movement_sprint_speed 0.0065291319 0.0180768981 -0.0127345556
## movement_agility 0.0101121499 0.0088350328 -0.0039981576
## movement_reactions -0.0022591401 -0.0304711675 -0.0336419011
## movement_balance -0.0043994091 0.0163346746 -0.0222811263
## power_shot_power -0.0059843803 0.0112535179 -0.0106946246
## power_jumping 0.0147667829 -0.0026056831 -0.0302681500
## power_stamina -0.0076353887 0.0089678186 0.0047753091
## power_strength 0.0042899336 0.0285274107 -0.0018969198
## power_long_shots -0.0046345450 0.0069806391 -0.0021037124
## mentality_aggression 0.0002673012 0.0154880648 -0.0105383504
## mentality_interceptions -0.0031337387 -0.0009942832 0.0030380261
## mentality_positioning -0.0086992661 -0.0173606736 0.0045150298
## mentality_vision -0.0031220294 -0.0026747599 -0.0010511474
## mentality_penalties -0.0033383595 0.0149115198 0.0067422942
## mentality_composure 0.0029042888 -0.0151633991 -0.0241903395
## defending_marking_awareness -0.0061310466 0.0058495998 -0.0028229543
## defending_standing_tackle -0.0034402876 0.0021641097 0.0062377705
## defending_sliding_tackle 0.0022090899 0.0024076074 0.0017417100
## goalkeeping_diving 0.0544117559 0.1284820098 0.0927518785
## goalkeeping_handling -0.0370062390 0.0602661393 -0.0846076996
## goalkeeping_kicking 0.0925422645 -0.0225105639 0.1413247969
## goalkeeping_positioning 0.0079659300 -0.0209526239 -0.0422071524
## goalkeeping_reflexes -0.0881190139 -0.0926780951 -0.1346122212
## PC55 PC56 PC57
## potential -0.0150442858 -0.0215447263 0.0176066185
## value_eur -0.0064474777 -0.0166815198 0.0154374274
## wage_eur -0.0168149795 -0.0003426327 -0.0230034252
## age 0.0131812032 0.0449138909 -0.0272124295
## height_cm -0.0107922167 -0.0032151644 -0.0310786872
## weight_kg -0.0124594518 -0.0138344140 -0.0383570137
## league_level.1 -0.0136608893 -0.0049269467 -0.0473638900
## league_level.2 0.0150848703 0.0261236894 -0.1035676272
## league_level.3 0.1365539527 -0.0775585831 0.0493141943
## league_level.4 -0.2484662340 0.0697457524 0.2339488704
## league_level.5 0.2872907773 -0.0097054187 0.0604840623
## club_position.CAM 0.0213710713 0.0828847931 0.1773114336
## club_position.CB -0.0058468964 -0.0077602487 -0.2754791527
## club_position.CDM -0.0364781390 0.1294126721 -0.0183488492
## club_position.CF -0.2727774524 -0.0406317678 -0.0017052237
## club_position.CM -0.4343580585 -0.0933625307 0.0055990578
## club_position.LAM -0.1268946323 -0.3680411089 0.0872858811
## club_position.LB -0.0427094569 0.0080589934 -0.1138939045
## club_position.LCB 0.0031829002 -0.0082564360 0.3355488493
## club_position.LCM 0.0806636409 -0.1552680244 -0.0345770656
## club_position.LDM -0.0645881834 -0.0019403385 0.0379696149
## club_position.LF -0.0964530087 0.0376155882 -0.0480477823
## club_position.LM -0.0921645365 0.0050885182 -0.0483076193
## club_position.LS -0.0800025952 0.2153232656 0.0369284483
## club_position.LW 0.1669067940 -0.0031367297 -0.0778421788
## club_position.LWB 0.0722073034 0.1469300880 -0.0830511235
## club_position.RAM 0.1123739123 0.0700742923 -0.0379061180
## club_position.RB 0.0826973613 -0.0536327931 -0.0311109287
## club_position.RCB -0.0084487600 0.1026714141 -0.0360806922
## club_position.RCM 0.1975308696 0.0711749385 0.1203092206
## club_position.RDM 0.0284721804 -0.2145495530 0.1667010758
## club_position.RES -0.0396369617 -0.0191531273 -0.1134390667
## club_position.RF -0.1679556002 0.3109668659 0.0156301720
## club_position.RM -0.0873913058 0.0874116394 -0.0057200150
## club_position.RS -0.0121725395 -0.1881725742 -0.0635033563
## club_position.RW 0.0891805435 -0.1617270968 0.0859264559
## club_position.RWB 0.0415858090 0.1408377437 0.0183526489
## club_position.ST 0.0771074413 0.0180795665 0.0877288595
## club_position.SUB 0.0138323098 -0.0235595186 -0.0454292531
## club_contract_valid_until.2021 0.0188325459 -0.0145301872 0.0130405774
## club_contract_valid_until.2022 0.0279282939 -0.0401035107 -0.0603906254
## club_contract_valid_until.2023 0.0318791871 0.0030768590 -0.0636539159
## club_contract_valid_until.2024 -0.0435516204 0.0611954832 0.0004800006
## club_contract_valid_until.2025 -0.0488152635 0.0195748236 0.1129232663
## club_contract_valid_until.2026 -0.0028224637 -0.0105234800 0.1274383859
## club_contract_valid_until.2027 -0.0102999499 -0.0699881356 0.1122162627
## club_contract_valid_until.2028 0.0406774947 -0.1737250214 -0.0955530326
## club_contract_valid_until.2031 -0.3659806165 -0.1332703086 -0.1102836342
## preferred_foot.Left -0.0042071770 0.0101968536 -0.0099337207
## preferred_foot.Right 0.0042071770 -0.0101968536 0.0099337207
## weak_foot.1 -0.1915241675 0.1044771742 0.0768674701
## weak_foot.2 0.1242070897 -0.1583961925 0.1248301384
## weak_foot.3 0.0098005208 -0.0055996691 0.0237716770
## weak_foot.4 -0.1071329536 0.0693595986 -0.1046527580
## weak_foot.5 -0.0386260765 0.2693657474 -0.2017850846
## skill_moves.2 0.0473984150 -0.0261595926 -0.0319177921
## skill_moves.3 -0.0593497134 0.0396039203 0.0627225031
## skill_moves.4 0.0307226429 -0.0358227864 -0.0673803655
## skill_moves.5 -0.0463358897 0.0508869428 0.0451181303
## international_reputation.1 -0.0216132143 -0.0495138468 -0.0144644459
## international_reputation.2 0.0307634853 0.0377990141 -0.0242695615
## international_reputation.3 -0.0043969755 0.0720006536 0.1491159162
## international_reputation.4 -0.0161272122 -0.1215388109 -0.1441363463
## international_reputation.5 0.0035421779 0.1219600134 -0.0405481782
## work_rate.High.High 0.0731587736 -0.0547525509 -0.2410870013
## work_rate.High.Low 0.0794802839 0.0889787372 -0.0499427545
## work_rate.High.Medium -0.0756565202 -0.0596949598 0.0674710218
## work_rate.Low.High 0.0281959504 -0.1934661443 -0.0948865367
## work_rate.Low.Low 0.0388186815 0.2697494955 0.1190458564
## work_rate.Low.Medium -0.0376952493 0.0638378163 0.3199566078
## work_rate.Medium.High -0.0168006397 0.0771438542 -0.0613443301
## work_rate.Medium.Low 0.0483043760 -0.0516306018 -0.0207293465
## work_rate.Medium.Medium -0.0182191567 0.0253975957 0.0460801445
## body_type.Lean..170.. 0.0856580760 0.1394974144 -0.2359833281
## body_type.Lean..170.185. -0.0119554019 0.0270303106 0.0213572907
## body_type.Lean..185.. 0.0019285791 -0.0025358099 0.0370478925
## body_type.Normal..170.. -0.0891013026 -0.1819693106 0.0924683526
## body_type.Normal..170.185. -0.0227743624 0.0146016195 0.0659816276
## body_type.Normal..185.. 0.0624589808 -0.0542454873 -0.0432087822
## body_type.Stocky..170.. 0.1238524633 0.0997619323 0.1228213560
## body_type.Stocky..170.185. 0.0235158464 -0.0097498761 0.0026773359
## body_type.Stocky..185.. -0.1550839996 0.0718822625 -0.1787503879
## body_type.Unique 0.0126446926 0.0039484383 -0.0161583763
## real_face.No -0.0076611447 0.0463145632 -0.0205774365
## real_face.Yes 0.0076611447 -0.0463145632 0.0205774365
## pace -0.0012551716 -0.0054707194 -0.0118525010
## shooting 0.0097748719 -0.0195185752 0.0032975817
## passing 0.0076955024 0.0007282161 -0.0129103747
## dribbling 0.0125645876 -0.0043196416 0.0046201968
## defending 0.0039116277 0.0113880809 -0.0114297417
## physic -0.0150028932 -0.0194628686 0.0008150153
## attacking_crossing 0.0066060729 0.0168082891 -0.0665398227
## attacking_finishing 0.0103112011 -0.0210820893 0.0041291034
## attacking_heading_accuracy 0.0102930394 0.0325176746 0.0212483889
## attacking_short_passing 0.0151563674 -0.0002063772 0.0154754993
## attacking_volleys 0.0079818860 -0.0053718008 0.0041771643
## skill_dribbling 0.0118522590 -0.0079055364 -0.0196354185
## skill_curve 0.0036563823 0.0022408863 -0.0167986771
## skill_fk_accuracy -0.0108776342 0.0115722770 0.0033287698
## skill_long_passing 0.0057706634 -0.0010447190 0.0027487641
## skill_ball_control 0.0159355121 -0.0011510635 0.0143291320
## movement_acceleration 0.0004279987 -0.0069886127 -0.0059766744
## movement_sprint_speed -0.0025620216 -0.0039150897 -0.0160391233
## movement_agility 0.0002734075 -0.0021337599 0.0350757215
## movement_reactions 0.0119695046 0.0086204264 0.0207080182
## movement_balance 0.0077641798 0.0045017993 0.0692581186
## power_shot_power 0.0128972035 -0.0215101944 -0.0038745660
## power_jumping -0.0151872678 0.0164463128 0.0918533174
## power_stamina -0.0018295539 -0.0294960544 0.0164933539
## power_strength -0.0183074055 -0.0101691348 -0.0029651154
## power_long_shots 0.0042075794 -0.0164012658 0.0089419670
## mentality_aggression -0.0059926449 -0.0192053588 -0.0272588242
## mentality_interceptions 0.0040044060 0.0103606849 -0.0076921014
## mentality_positioning 0.0130421267 -0.0124393476 -0.0274902202
## mentality_vision 0.0018501850 -0.0180857752 0.0015367110
## mentality_penalties 0.0030615752 0.0020351028 0.0249483381
## mentality_composure 0.0006654939 0.0070421202 0.0287113054
## defending_marking_awareness 0.0037826895 0.0105861905 -0.0092096457
## defending_standing_tackle 0.0023637493 0.0065031189 -0.0173783611
## defending_sliding_tackle 0.0004804311 0.0074905821 -0.0199154099
## goalkeeping_diving 0.1309259711 -0.0991706028 -0.0801004943
## goalkeeping_handling -0.1761779217 -0.0556805993 -0.0978189066
## goalkeeping_kicking 0.0453678196 0.0706029529 0.0901827393
## goalkeeping_positioning -0.1104856452 0.0252565958 0.0874483044
## goalkeeping_reflexes -0.0690451517 -0.0978190717 -0.0456580005
## PC58 PC59 PC60
## potential 6.548414e-03 0.0162850122 0.0100967424
## value_eur 3.581072e-02 -0.0093451313 0.0521709367
## wage_eur 3.762073e-02 -0.0106928460 0.0300881595
## age 2.906361e-03 0.0140621615 0.0073482026
## height_cm -1.516417e-02 -0.0087602229 -0.0034490118
## weight_kg 1.612638e-02 -0.0296736153 0.0041474363
## league_level.1 -1.432803e-02 0.0204701236 -0.0347319446
## league_level.2 -5.059050e-02 -0.0219150022 -0.0087729408
## league_level.3 2.975676e-02 0.1647412949 0.0641116464
## league_level.4 1.284576e-01 -0.1590473658 0.0215575867
## league_level.5 -1.625730e-01 -0.3285359149 -0.0399421257
## club_position.CAM -1.546609e-01 0.0177440780 -0.1304499101
## club_position.CB -2.078529e-01 0.1044077180 0.1500014163
## club_position.CDM 8.587427e-02 -0.2055460487 -0.1804242129
## club_position.CF 2.405840e-02 -0.0053463853 -0.1507016219
## club_position.CM -3.126609e-02 0.2425612057 -0.0320642336
## club_position.LAM 1.936463e-02 -0.1515190017 0.0933578916
## club_position.LB -1.079549e-02 -0.1500723530 -0.0787100297
## club_position.LCB -4.935017e-02 0.0161474595 -0.0551699722
## club_position.LCM -8.444127e-02 0.0087661368 0.0203231690
## club_position.LDM 3.138816e-02 -0.2084107044 0.1798948886
## club_position.LF 8.750395e-02 -0.0810844783 0.0473083996
## club_position.LM 8.555402e-03 0.0677143281 -0.0872658472
## club_position.LS 2.652174e-02 0.0036840920 0.1198598220
## club_position.LW -1.923543e-01 -0.1520677404 -0.1698564391
## club_position.LWB 6.585401e-02 0.3291553635 0.1722733428
## club_position.RAM 9.782670e-02 0.0564308552 0.0624263589
## club_position.RB 1.002683e-01 0.0326829019 0.2167145445
## club_position.RCB 1.747456e-01 -0.0100331046 -0.0418848666
## club_position.RCM 2.013789e-01 0.0828626183 -0.0988413046
## club_position.RDM -2.591295e-01 0.0529762336 0.0740178371
## club_position.RES -4.502551e-03 -0.0873401529 -0.0132029946
## club_position.RF -6.305949e-02 0.0453097699 0.0841724464
## club_position.RM -3.469201e-02 0.0448135379 -0.0908942799
## club_position.RS 1.441808e-01 0.0121669972 -0.1059933473
## club_position.RW 2.186413e-01 -0.0745699572 0.1071829235
## club_position.RWB -1.588932e-02 0.1878780947 0.0532381947
## club_position.ST -1.089040e-01 0.1023415054 0.0812615202
## club_position.SUB -1.297075e-02 -0.0115076861 -0.0038322566
## club_contract_valid_until.2021 -2.327345e-02 -0.0410338095 -0.0095068496
## club_contract_valid_until.2022 -3.007799e-02 0.0227425080 -0.0529657721
## club_contract_valid_until.2023 9.927154e-03 -0.0018091047 0.0062254734
## club_contract_valid_until.2024 -6.055127e-03 0.0250833397 0.0111428437
## club_contract_valid_until.2025 1.316013e-01 0.0736426861 -0.0049936329
## club_contract_valid_until.2026 -9.606796e-02 -0.1834559660 0.0899915136
## club_contract_valid_until.2027 8.628358e-02 0.0572913619 0.3234795029
## club_contract_valid_until.2028 -1.335985e-01 0.0514538477 -0.1580740960
## club_contract_valid_until.2031 -3.160907e-01 -0.0249635412 0.0564986534
## preferred_foot.Left -6.331015e-03 -0.0042902794 0.0096195767
## preferred_foot.Right 6.331015e-03 0.0042902794 -0.0096195767
## weak_foot.1 -5.313202e-02 0.0008927529 0.3067381404
## weak_foot.2 2.723824e-02 0.1003633946 -0.0387793435
## weak_foot.3 -1.081207e-03 0.0264216814 -0.0400517990
## weak_foot.4 -3.773580e-02 -0.0450655287 -0.0197191315
## weak_foot.5 4.893774e-02 -0.2793790477 0.2120137226
## skill_moves.2 1.632475e-03 0.0646414871 -0.0294196940
## skill_moves.3 1.537088e-02 -0.0352513216 0.0577067808
## skill_moves.4 -1.675938e-02 -0.0693622415 -0.0287848544
## skill_moves.5 -6.953803e-02 0.0415964363 -0.1037049984
## international_reputation.1 -5.407394e-02 0.0250512910 -0.0469945599
## international_reputation.2 8.460288e-02 -0.0539639864 0.0653012477
## international_reputation.3 -9.965800e-02 0.0607877844 -0.0453497136
## international_reputation.4 1.518063e-01 -0.0294611319 0.0845839105
## international_reputation.5 -7.986328e-02 0.0004273153 -0.0952948547
## work_rate.High.High -8.105105e-02 -0.1480741758 -0.1177318843
## work_rate.High.Low -4.767721e-02 0.1994357802 0.1320739519
## work_rate.High.Medium 5.261840e-02 0.0181373148 0.0169431961
## work_rate.Low.High -2.120217e-01 0.0026685585 0.2325358857
## work_rate.Low.Low -3.626116e-01 -0.0017036261 0.0816311764
## work_rate.Low.Medium 8.315036e-02 0.0502426924 -0.2582374118
## work_rate.Medium.High 1.075572e-01 -0.0365971089 0.0016615827
## work_rate.Medium.Low 7.989399e-02 -0.0528147430 -0.0220471455
## work_rate.Medium.Medium -4.865717e-03 0.0019154740 -0.0032156916
## body_type.Lean..170.. 9.021790e-03 0.1101898251 -0.1351879770
## body_type.Lean..170.185. -5.469553e-03 0.0395046960 -0.0076968697
## body_type.Lean..185.. -1.248031e-01 0.0345378243 0.0416532605
## body_type.Normal..170.. 9.421426e-03 -0.0059337739 0.0615218902
## body_type.Normal..170.185. 2.186043e-03 -0.0304986816 -0.0198712590
## body_type.Normal..185.. 4.113127e-02 -0.0653698356 0.0127252295
## body_type.Stocky..170.. 5.262025e-02 -0.2959583506 0.2196438577
## body_type.Stocky..170.185. 2.501557e-03 0.0900664038 0.0404745754
## body_type.Stocky..185.. 1.031939e-01 0.0038973910 -0.1641840140
## body_type.Unique 7.375911e-03 0.0222075504 0.0418498163
## real_face.No 6.828835e-02 0.0042944928 0.0808642223
## real_face.Yes -6.828835e-02 -0.0042944928 -0.0808642223
## pace -2.958562e-02 -0.0113265767 -0.0362217597
## shooting 2.609380e-03 0.0095261618 -0.0211035104
## passing 4.510975e-03 0.0178314054 0.0046215407
## dribbling 3.744886e-03 0.0195059995 0.0130766790
## defending -4.391786e-03 0.0073262958 -0.0018154760
## physic -1.035906e-02 -0.0132994329 -0.0246320046
## attacking_crossing 2.414984e-02 0.0248433359 0.0198301100
## attacking_finishing -4.920593e-05 0.0138424068 -0.0203975978
## attacking_heading_accuracy -5.894763e-03 0.0410113941 -0.0018630427
## attacking_short_passing -6.025084e-03 0.0298261026 0.0073265688
## attacking_volleys 1.747571e-03 0.0068222458 -0.0151555582
## skill_dribbling 8.266717e-03 0.0146222582 0.0145516984
## skill_curve 1.738632e-02 0.0021170194 0.0019441887
## skill_fk_accuracy 1.738262e-02 -0.0064002065 -0.0076397548
## skill_long_passing -8.348306e-03 0.0126454032 -0.0013669626
## skill_ball_control 7.061636e-03 0.0356947480 0.0173535029
## movement_acceleration -2.906178e-02 -0.0126561380 -0.0289533392
## movement_sprint_speed -2.788958e-02 -0.0088952893 -0.0401739347
## movement_agility -2.035685e-02 -0.0041917493 -0.0059729226
## movement_reactions -8.141398e-03 0.0290559661 0.0056704029
## movement_balance -4.261147e-03 -0.0006871134 -0.0003261599
## power_shot_power 5.032212e-03 -0.0006658321 -0.0283690708
## power_jumping -9.884461e-03 0.0248749918 -0.0405284812
## power_stamina -2.740472e-02 -0.0149725462 -0.0352473371
## power_strength 1.282999e-03 -0.0104721790 -0.0056288551
## power_long_shots 6.664193e-03 0.0032884488 -0.0176581714
## mentality_aggression -9.088319e-03 -0.0117585993 -0.0303915164
## mentality_interceptions -3.632186e-03 0.0031887939 -0.0028355832
## mentality_positioning 1.687945e-03 0.0192803946 -0.0009609922
## mentality_vision -5.476314e-03 -0.0003676127 -0.0092581235
## mentality_penalties 2.895008e-03 0.0057134954 -0.0056297630
## mentality_composure -6.823175e-04 -0.0020308335 0.0081276862
## defending_marking_awareness -3.992196e-03 0.0039406803 0.0013421211
## defending_standing_tackle -4.379034e-03 0.0040321132 -0.0050549930
## defending_sliding_tackle -1.840968e-03 0.0081382232 0.0019055900
## goalkeeping_diving 1.122696e-01 0.1736143698 0.1110408929
## goalkeeping_handling 9.817952e-02 -0.0966748963 -0.0275863706
## goalkeeping_kicking -2.448522e-01 -0.0717960500 0.0096698879
## goalkeeping_positioning 1.076423e-01 -0.1108450605 -0.0246749560
## goalkeeping_reflexes 3.276309e-02 -0.0716608564 0.1236949279
## PC61 PC62 PC63
## potential 0.0027635746 0.0114334945 0.0152054772
## value_eur 0.0107462378 0.0040302296 0.0114259764
## wage_eur 0.0194331922 0.0049570354 0.0066666750
## age 0.0328417930 -0.0507840559 -0.0426648127
## height_cm -0.0217934832 0.0016811213 0.0160776592
## weight_kg -0.0184579695 0.0567836401 0.0390975009
## league_level.1 0.0087355065 0.0027707363 0.0631557605
## league_level.2 0.0240799668 -0.1006280925 0.0429981021
## league_level.3 0.0341231324 0.0785443801 -0.2137508501
## league_level.4 -0.0869925493 0.0735499346 0.0685928680
## league_level.5 -0.1232144908 0.0334963073 -0.0473281657
## club_position.CAM -0.0224533573 0.0026800557 0.1126030174
## club_position.CB -0.0105506423 -0.0586174656 -0.0092489462
## club_position.CDM 0.1594112372 0.0207599989 -0.0211992013
## club_position.CF -0.1620380731 -0.2876228969 -0.3326150248
## club_position.CM 0.0639009328 0.0296898609 0.0000556445
## club_position.LAM -0.1095108848 -0.0014581986 0.0889178699
## club_position.LB -0.0170104816 0.0750051447 -0.0666008324
## club_position.LCB 0.0266149908 -0.1393471412 0.0238942525
## club_position.LCM 0.2466988199 0.0015262805 0.0711624802
## club_position.LDM 0.0301447063 -0.0092514956 -0.0819053674
## club_position.LF 0.1124294458 0.0989030217 0.2491850682
## club_position.LM -0.0336911376 -0.0056183814 0.0732307086
## club_position.LS -0.0140838210 0.3416519651 -0.1668390748
## club_position.LW 0.0159762244 -0.1019749455 -0.1700141599
## club_position.LWB 0.1978486782 -0.1196220089 -0.0258411880
## club_position.RAM -0.0796399994 -0.1313536622 0.0619992233
## club_position.RB -0.2047835673 0.1143834740 -0.1380542085
## club_position.RCB 0.0243484600 -0.0083950691 -0.0437427279
## club_position.RCM -0.2203531051 -0.0600782557 0.0085098085
## club_position.RDM -0.1453861044 0.1489408544 -0.0277012117
## club_position.RES -0.0492560974 0.0669536160 0.0908262716
## club_position.RF -0.2145767824 -0.0643505054 0.0225182183
## club_position.RM -0.0192513195 0.0484782562 0.0657470270
## club_position.RS 0.1084258021 -0.0663810525 -0.1884143342
## club_position.RW 0.1745552451 -0.0346901624 0.0499772793
## club_position.RWB 0.1909399721 -0.0373219590 -0.0851452947
## club_position.ST 0.0248654278 -0.2324598993 0.0458347457
## club_position.SUB -0.0096005235 0.0098987082 0.0322255615
## club_contract_valid_until.2021 0.0266311240 -0.0177408460 -0.0146803951
## club_contract_valid_until.2022 0.0081719249 0.0075381116 0.0776937333
## club_contract_valid_until.2023 -0.0428306383 -0.0212315333 0.1078997665
## club_contract_valid_until.2024 0.0047157976 0.0298350112 -0.0310037391
## club_contract_valid_until.2025 0.0362623732 -0.0292497762 -0.1653578075
## club_contract_valid_until.2026 -0.0480526669 0.1055458274 -0.1318121778
## club_contract_valid_until.2027 -0.0264415202 -0.1949575183 -0.0835857703
## club_contract_valid_until.2028 0.0307542569 -0.4560294433 0.1386298450
## club_contract_valid_until.2031 0.3334340251 0.0880372387 -0.0926448376
## preferred_foot.Left -0.0004226647 0.0069722102 -0.0245926368
## preferred_foot.Right 0.0004226647 -0.0069722102 0.0245926368
## weak_foot.1 -0.0874008788 -0.0312856411 0.0958969690
## weak_foot.2 -0.0804185472 0.0511725098 0.0288777389
## weak_foot.3 0.0187410664 0.0062461142 -0.0089421602
## weak_foot.4 0.0704988962 0.0352210154 0.0186222815
## weak_foot.5 0.0064522652 -0.2705697301 -0.1446845263
## skill_moves.2 0.0036984955 0.0834551769 -0.0263730206
## skill_moves.3 -0.0164751381 -0.0843732212 0.0269120386
## skill_moves.4 0.0520391859 -0.0039790952 0.0036995992
## skill_moves.5 -0.1220294540 0.0043432192 -0.0141747496
## international_reputation.1 -0.0107030557 0.0676704891 0.0286270769
## international_reputation.2 0.0578491597 -0.0814234994 -0.0603804762
## international_reputation.3 -0.1628700627 0.0043070202 0.0416912034
## international_reputation.4 0.1766868377 0.0165980837 0.0273515258
## international_reputation.5 -0.0235517699 -0.0289709242 -0.0166021304
## work_rate.High.High -0.0512411464 0.0509958484 -0.0193178648
## work_rate.High.Low -0.1094341418 0.1045255295 0.1719957893
## work_rate.High.Medium 0.0105201161 -0.0032993162 0.0849635756
## work_rate.Low.High -0.0660393682 0.0344005219 -0.0610250250
## work_rate.Low.Low -0.0001128793 0.0119703474 -0.1536287194
## work_rate.Low.Medium 0.2492713974 0.0209755927 -0.0088967450
## work_rate.Medium.High -0.0652057460 -0.1074304097 0.0414200220
## work_rate.Medium.Low 0.0539189528 0.0001364670 -0.3450854741
## work_rate.Medium.Medium 0.0215082952 -0.0182544832 0.0242891480
## body_type.Lean..170.. -0.0635034367 0.1458818347 0.0232667592
## body_type.Lean..170.185. 0.0714264548 -0.1117985546 -0.0196790458
## body_type.Lean..185.. 0.0250493678 -0.0492630461 0.0379443588
## body_type.Normal..170.. -0.1792606608 -0.0543058068 -0.1399731645
## body_type.Normal..170.185. 0.0477836594 -0.0482609641 0.0011724010
## body_type.Normal..185.. -0.0894335446 0.0667200703 -0.0718138093
## body_type.Stocky..170.. 0.2965377092 0.0445343433 0.2173071824
## body_type.Stocky..170.185. 0.0478157255 0.1687008691 0.0623491234
## body_type.Stocky..185.. -0.1034578010 0.0678915817 0.1376356428
## body_type.Unique 0.0149934034 0.0532498861 0.0367522463
## real_face.No 0.0182101025 -0.0870081372 -0.0440653274
## real_face.Yes -0.0182101025 0.0870081372 0.0440653274
## pace -0.0069832929 0.0117886902 0.0268846215
## shooting -0.0077920758 0.0234549999 0.0161583006
## passing -0.0142245568 0.0107386453 -0.0081205756
## dribbling -0.0028955135 0.0015630507 -0.0203429491
## defending -0.0025462624 0.0041700466 0.0018068152
## physic -0.0030471407 0.0246412897 0.0214285816
## attacking_crossing -0.0295166578 0.0258961780 -0.0281212872
## attacking_finishing -0.0063465615 0.0162900944 0.0130829114
## attacking_heading_accuracy 0.0153882016 -0.0527422945 -0.0231414325
## attacking_short_passing 0.0013952923 -0.0114136916 -0.0121339955
## attacking_volleys 0.0020405647 0.0053965305 0.0033404717
## skill_dribbling -0.0227648284 0.0147609840 -0.0122145710
## skill_curve -0.0172259219 0.0189352388 0.0019328763
## skill_fk_accuracy -0.0134808808 0.0089074422 0.0176868301
## skill_long_passing -0.0092750468 0.0043684818 0.0014031411
## skill_ball_control 0.0045790981 -0.0050137431 -0.0240793558
## movement_acceleration -0.0001704460 0.0076824642 0.0223771520
## movement_sprint_speed -0.0116509910 0.0141079212 0.0289239100
## movement_agility 0.0262206611 -0.0105820203 -0.0193908210
## movement_reactions 0.0280974025 -0.0338835725 -0.0209189001
## movement_balance 0.0465606224 -0.0175107109 -0.0277420031
## power_shot_power -0.0115695602 0.0389088149 0.0280125067
## power_jumping 0.0854205297 -0.0809527416 -0.0177858141
## power_stamina -0.0176893169 0.0009670572 -0.0038695297
## power_strength -0.0042706076 0.0360624053 0.0272444939
## power_long_shots -0.0096718262 0.0297596057 0.0181561853
## mentality_aggression -0.0023697543 0.0199594782 0.0201846014
## mentality_interceptions -0.0041730624 0.0063732805 0.0019239792
## mentality_positioning -0.0098353664 0.0236955920 -0.0063822211
## mentality_vision -0.0122769404 0.0173628134 0.0072999598
## mentality_penalties 0.0097201269 -0.0096832468 0.0039446172
## mentality_composure 0.0234474297 -0.0227757673 -0.0178668410
## defending_marking_awareness 0.0007532493 0.0015910209 -0.0005825019
## defending_standing_tackle -0.0072352368 0.0125459877 0.0074209306
## defending_sliding_tackle -0.0047741328 0.0140712868 0.0052643712
## goalkeeping_diving 0.0620769128 0.1570340497 -0.1257553597
## goalkeeping_handling -0.1105729209 0.0386608213 -0.1071854936
## goalkeeping_kicking 0.1345152851 -0.0150104222 0.0181988926
## goalkeeping_positioning -0.0049847404 0.0692245865 -0.0467280675
## goalkeeping_reflexes -0.1769217268 -0.1710624656 0.3291174864
## PC64 PC65 PC66
## potential -0.0223861260 -0.0184237025 -0.0095098573
## value_eur 0.0030931972 0.0145666227 0.0091751391
## wage_eur -0.0119561566 0.0256817616 -0.0013287355
## age 0.0289968859 0.0433816391 0.0229940161
## height_cm -0.0245850233 -0.0155571223 0.0087599058
## weight_kg -0.0100472858 -0.0150338947 -0.0113128341
## league_level.1 0.0026896356 0.0069361117 -0.0205914803
## league_level.2 0.0292701484 -0.0331932970 0.0169548579
## league_level.3 -0.0018905875 0.1166452070 -0.0072458022
## league_level.4 -0.0592354125 -0.0818020121 0.0156767177
## league_level.5 -0.0068054078 -0.1358897979 0.0483414243
## club_position.CAM 0.0325491622 -0.1472057756 0.0884298248
## club_position.CB -0.0305384303 0.0123680481 -0.0165683290
## club_position.CDM 0.1113933820 -0.0728799530 -0.0404589634
## club_position.CF -0.2578866696 -0.0526275009 -0.0773610709
## club_position.CM 0.0054343181 0.0828789590 -0.0576225215
## club_position.LAM 0.0697720586 0.0278131556 -0.0095073976
## club_position.LB -0.0781456670 0.0372580472 0.1218071052
## club_position.LCB 0.0879572621 0.0539665457 -0.0013099827
## club_position.LCM -0.0826690734 -0.0570757128 -0.0663425548
## club_position.LDM -0.0267293898 -0.1526125510 0.0270791252
## club_position.LF -0.1166590859 -0.0428486374 0.1077647494
## club_position.LM 0.0517010273 0.0463901792 -0.0543539594
## club_position.LS -0.0034164769 0.2148520156 -0.1751986499
## club_position.LW 0.0216932748 0.0661327941 -0.1929826508
## club_position.LWB -0.0478162476 0.0707385239 -0.0342171251
## club_position.RAM 0.1062120357 -0.1535682773 -0.0595484430
## club_position.RB -0.0147810599 0.0564183162 0.0560261791
## club_position.RCB -0.0907815093 -0.0006835705 0.0116397293
## club_position.RCM 0.0590697141 0.1080485062 -0.0509891741
## club_position.RDM -0.0268505050 -0.0015195768 0.0493405748
## club_position.RES 0.0247051335 -0.0521848231 -0.0425903581
## club_position.RF -0.0256688453 -0.2563273842 0.0358554970
## club_position.RM 0.0193853969 0.0280294475 0.0482020497
## club_position.RS 0.0221734769 0.1194205700 0.0916062927
## club_position.RW -0.0898263779 -0.0255084727 0.0469936211
## club_position.RWB 0.0983568796 0.1141850487 0.0100016124
## club_position.ST 0.0286303593 -0.0873122609 0.1534727045
## club_position.SUB -0.0077885157 -0.0276007527 -0.0191382485
## club_contract_valid_until.2021 0.0467500477 -0.0991559375 0.0247028415
## club_contract_valid_until.2022 -0.0450819786 -0.0054865814 -0.0179990181
## club_contract_valid_until.2023 0.0246543395 -0.0223321716 -0.0422386824
## club_contract_valid_until.2024 -0.0149907833 0.0615119732 -0.0087734826
## club_contract_valid_until.2025 0.0209404847 0.0645424897 -0.0042724954
## club_contract_valid_until.2026 -0.0281560767 0.0615214231 0.1414503279
## club_contract_valid_until.2027 -0.0036522834 -0.1931376791 -0.0299665336
## club_contract_valid_until.2028 -0.0253541014 -0.0234717123 0.2653575832
## club_contract_valid_until.2031 0.1097154140 -0.1291174915 0.0466058554
## preferred_foot.Left 0.0146823534 0.0173972016 0.0024686962
## preferred_foot.Right -0.0146823534 -0.0173972016 -0.0024686962
## weak_foot.1 -0.0665689833 -0.0685514504 -0.0582257571
## weak_foot.2 -0.0592739944 -0.1177883332 -0.1059870491
## weak_foot.3 0.0069145687 -0.0107469594 0.0097989695
## weak_foot.4 0.0345366351 0.1558409785 0.1281927039
## weak_foot.5 0.0818306482 -0.0196126402 -0.0580539979
## skill_moves.2 -0.0084464612 -0.0127908018 -0.0230756050
## skill_moves.3 -0.0027942238 0.0095892993 0.0169220444
## skill_moves.4 0.0112350138 0.0415169902 0.0193896240
## skill_moves.5 0.0471255315 -0.1520888845 -0.0276810923
## international_reputation.1 -0.0225701304 0.0227850095 0.0173213064
## international_reputation.2 -0.0313257676 -0.0892625737 -0.0404439719
## international_reputation.3 0.1631685192 0.1274155417 0.0278455553
## international_reputation.4 -0.1360817629 -0.0133370830 0.0087846949
## international_reputation.5 0.0405707482 -0.0194015295 0.0422892753
## work_rate.High.High -0.0338432972 0.0343796855 0.0165762273
## work_rate.High.Low -0.0041406485 -0.0663174055 0.1321512313
## work_rate.High.Medium 0.0174475592 -0.0115518879 -0.1003479281
## work_rate.Low.High 0.0327645023 0.0298166613 0.0164747076
## work_rate.Low.Low -0.0398224766 0.1268752067 0.2253761177
## work_rate.Low.Medium 0.0358182278 -0.0720798692 0.0146471431
## work_rate.Medium.High -0.0333496359 -0.0232492307 -0.0066536018
## work_rate.Medium.Low -0.0092908127 0.1448728086 -0.0192535449
## work_rate.Medium.Medium 0.0108360958 -0.0247746957 -0.0030888512
## body_type.Lean..170.. -0.1238099950 -0.0322281362 0.1013142924
## body_type.Lean..170.185. 0.0580287863 0.0161839591 -0.0125239423
## body_type.Lean..185.. -0.0181900113 0.0456220024 0.0400740478
## body_type.Normal..170.. -0.0037431177 -0.0073068722 -0.1441071133
## body_type.Normal..170.185. -0.0121881211 0.0004333296 0.0179000840
## body_type.Normal..185.. -0.0346043138 -0.0436807165 0.0215868720
## body_type.Stocky..170.. 0.1366919530 0.0839566238 -0.0011707067
## body_type.Stocky..170.185. 0.0817914719 0.0354533519 0.0570609379
## body_type.Stocky..185.. -0.0457234409 -0.1186545252 -0.1948927328
## body_type.Unique 0.0254260859 0.0649961061 0.0335643634
## real_face.No 0.0097313690 0.0243189091 0.0217903813
## real_face.Yes -0.0097313690 -0.0243189091 -0.0217903813
## pace -0.0137791224 -0.0465287342 -0.0043538605
## shooting -0.0016479587 -0.0167740262 -0.0203094996
## passing -0.0083165823 0.0007173685 0.0141073656
## dribbling -0.0167827909 0.0000570526 -0.0014921968
## defending -0.0035315965 0.0051273689 0.0073497150
## physic 0.0091911181 -0.0264866846 -0.0209356205
## attacking_crossing -0.0080537336 0.0215980611 0.0350258457
## attacking_finishing -0.0025493562 -0.0087558207 -0.0172317893
## attacking_heading_accuracy 0.0079047850 0.0225323136 0.0139255714
## attacking_short_passing -0.0103124732 0.0025101204 0.0119058097
## attacking_volleys 0.0056493506 0.0005918380 -0.0092764098
## skill_dribbling -0.0271304223 -0.0022791208 -0.0004229687
## skill_curve 0.0088132476 0.0037418509 0.0102065717
## skill_fk_accuracy 0.0190001087 -0.0070439389 0.0099835588
## skill_long_passing -0.0097258059 -0.0136099363 0.0040181525
## skill_ball_control -0.0169729841 0.0073017240 -0.0005881703
## movement_acceleration -0.0078792091 -0.0413411647 -0.0034289854
## movement_sprint_speed -0.0174796721 -0.0482920384 -0.0046186472
## movement_agility 0.0081842750 -0.0247737264 -0.0037251515
## movement_reactions 0.0024021438 0.0159257741 -0.0020535139
## movement_balance 0.0251237014 0.0117282978 -0.0028397526
## power_shot_power -0.0007013765 -0.0314368869 -0.0271983233
## power_jumping 0.0806497536 0.0042512919 0.0099358473
## power_stamina 0.0010267297 -0.0485799543 -0.0404913626
## power_strength 0.0006625053 -0.0140481779 -0.0065152656
## power_long_shots 0.0004728307 -0.0283621594 -0.0236094050
## mentality_aggression 0.0121763031 -0.0127097141 -0.0191611989
## mentality_interceptions -0.0005445054 -0.0008241680 0.0052489896
## mentality_positioning -0.0178329838 0.0025699036 -0.0061835693
## mentality_vision -0.0126328096 -0.0138116658 -0.0058303633
## mentality_penalties 0.0074340215 -0.0067431716 -0.0045903020
## mentality_composure 0.0068680187 0.0133901926 -0.0014071692
## defending_marking_awareness -0.0046751517 0.0032751870 0.0067719814
## defending_standing_tackle -0.0040672750 0.0042565954 0.0067550898
## defending_sliding_tackle -0.0084218321 0.0097443408 0.0061870949
## goalkeeping_diving 0.0353941589 -0.4612885388 0.0436739731
## goalkeeping_handling 0.6044941933 -0.0613024653 0.0951363737
## goalkeeping_kicking -0.2754688814 -0.0620798907 -0.5602822530
## goalkeeping_positioning -0.4745606226 0.0227970368 0.4305155493
## goalkeeping_reflexes -0.0486874944 0.4414601780 -0.1000696204
## PC67 PC68 PC69
## potential 2.292483e-02 0.0043650919 0.0074249990
## value_eur -1.469949e-02 -0.0584162689 0.0046145002
## wage_eur -2.234077e-03 -0.0249643430 0.0085032190
## age -3.571775e-02 -0.0091399961 -0.0262257745
## height_cm 1.047063e-02 -0.0103617291 -0.0111903469
## weight_kg 4.917975e-02 -0.0309115009 0.0227112675
## league_level.1 4.054615e-03 0.0441092540 -0.0240394352
## league_level.2 -7.940448e-02 -0.0780748745 -0.1471825028
## league_level.3 9.970469e-02 -0.0269111991 0.0138631491
## league_level.4 -7.786582e-03 0.0754087790 0.2962691138
## league_level.5 6.887043e-02 0.0319013936 0.1273007734
## club_position.CAM 4.527556e-02 0.0290817913 -0.1415858562
## club_position.CB 7.851112e-02 -0.0057264970 -0.0934028832
## club_position.CDM -5.796166e-02 0.0700916168 0.0497236201
## club_position.CF 8.954003e-02 0.1681320278 -0.0047908514
## club_position.CM 3.026154e-02 -0.0427392294 0.0037879126
## club_position.LAM -5.586041e-02 -0.0196437157 -0.1042422988
## club_position.LB -4.601290e-02 0.0377476484 0.0866041135
## club_position.LCB -5.221219e-02 0.0897476849 -0.0816905862
## club_position.LCM -2.356203e-02 0.0795895172 -0.0116619156
## club_position.LDM 1.895460e-02 -0.0481798976 -0.0380006991
## club_position.LF -1.763279e-02 0.0558065604 0.0007997016
## club_position.LM -5.694930e-02 0.0587043050 0.0400942099
## club_position.LS -5.324489e-02 0.1629557494 -0.1886059369
## club_position.LW -8.602011e-02 -0.0381877410 -0.0179002352
## club_position.LWB -4.468108e-02 -0.1025526175 -0.0335332895
## club_position.RAM -1.028691e-01 -0.0231478476 -0.1396364426
## club_position.RB -3.917921e-03 0.0105674866 0.2362548287
## club_position.RCB -5.040703e-02 -0.0074909305 0.0400243548
## club_position.RCM 1.095945e-01 -0.0041089395 0.0112282941
## club_position.RDM -1.274562e-01 -0.0280938065 0.1056173295
## club_position.RES 6.435292e-02 -0.0734997359 -0.0526814341
## club_position.RF -1.160285e-01 -0.0545001131 0.0098011382
## club_position.RM -8.735368e-03 0.0173011721 0.0272427868
## club_position.RS -4.458558e-02 -0.1655929425 0.0406184302
## club_position.RW 5.574976e-02 -0.0346175092 -0.0814033330
## club_position.RWB 1.949133e-01 -0.0926100742 -0.0208784683
## club_position.ST 7.509572e-02 0.1289679601 0.1735391680
## club_position.SUB 4.656407e-03 -0.0385117997 -0.0265812320
## club_contract_valid_until.2021 2.042564e-02 -0.0693450273 -0.1229477162
## club_contract_valid_until.2022 1.644297e-02 0.0315483806 -0.0960157359
## club_contract_valid_until.2023 -2.327346e-02 0.0157537863 0.0075513786
## club_contract_valid_until.2024 2.744544e-02 0.0409319283 0.0605645555
## club_contract_valid_until.2025 -4.764272e-02 -0.0562385912 0.1690685317
## club_contract_valid_until.2026 -5.804375e-02 -0.0500442418 0.0894222108
## club_contract_valid_until.2027 2.641691e-01 0.2816995061 -0.1075042796
## club_contract_valid_until.2028 1.350671e-02 -0.1316463471 0.2245671208
## club_contract_valid_until.2031 -7.675834e-02 0.0201708248 0.0044460871
## preferred_foot.Left 1.161522e-02 -0.0103597565 0.0473971847
## preferred_foot.Right -1.161522e-02 0.0103597565 -0.0473971847
## weak_foot.1 5.705528e-03 -0.1496127423 -0.0515533443
## weak_foot.2 6.155706e-02 0.0030715897 -0.2103130126
## weak_foot.3 1.317031e-02 0.0059115995 -0.0168860860
## weak_foot.4 -3.693291e-02 -0.0158611078 0.2079738677
## weak_foot.5 -1.350689e-01 0.0702157700 0.1317699988
## skill_moves.2 -6.509300e-03 0.0642657637 -0.0053524568
## skill_moves.3 -1.308422e-02 -0.0794138136 0.0205778694
## skill_moves.4 5.274293e-02 0.0227863291 0.0025048691
## skill_moves.5 -6.537796e-02 0.0110947835 -0.1373934444
## international_reputation.1 8.187525e-02 0.1667578793 0.0687426656
## international_reputation.2 -3.838635e-03 -0.0180808111 -0.0908666474
## international_reputation.3 -2.223218e-01 -0.4110297152 0.0249092952
## international_reputation.4 6.530357e-02 0.0978261086 -0.0306698886
## international_reputation.5 1.520554e-01 0.2692261502 0.0755502617
## work_rate.High.High -2.322647e-02 0.0199211407 -0.1550299382
## work_rate.High.Low 2.635801e-01 -0.0074722090 0.2564622212
## work_rate.High.Medium -6.405470e-02 -0.0058203166 -0.0481710282
## work_rate.Low.High 7.130000e-02 -0.0405390893 0.0833511789
## work_rate.Low.Low -3.905465e-02 0.1256259378 -0.2229918754
## work_rate.Low.Medium -3.581734e-02 0.0964529445 0.0855010995
## work_rate.Medium.High -2.420767e-02 -0.0701927382 -0.0650328823
## work_rate.Medium.Low -6.851082e-03 0.0044838573 0.0847378299
## work_rate.Medium.Medium -3.684867e-02 0.0091397771 -0.0189521644
## body_type.Lean..170.. 9.733528e-03 0.0324317014 -0.0537778006
## body_type.Lean..170.185. -5.535095e-02 0.0610054432 -0.0015196279
## body_type.Lean..185.. -7.167899e-03 0.0241179761 -0.0696117249
## body_type.Normal..170.. -2.832705e-05 -0.0850004742 -0.0037095275
## body_type.Normal..170.185. 8.201454e-03 0.0189532695 -0.0100358527
## body_type.Normal..185.. 7.748117e-03 -0.0300252717 -0.0244200172
## body_type.Stocky..170.. 9.259694e-02 -0.0855200327 -0.0064812351
## body_type.Stocky..170.185. -1.329954e-02 0.0630935489 0.1922119733
## body_type.Stocky..185.. 1.136412e-01 -0.1181035440 0.0913719977
## body_type.Unique -2.265686e-02 -0.1040705118 -0.0013270937
## real_face.No -8.491458e-02 -0.1963661042 -0.0526941054
## real_face.Yes 8.491458e-02 0.1963661042 0.0526941054
## pace 1.314544e-02 -0.0097655512 -0.0525173227
## shooting -1.470433e-02 -0.0084245707 -0.0229890249
## passing 2.511257e-02 0.0110543555 0.0153040531
## dribbling 9.475420e-03 0.0157024058 -0.0074930477
## defending 6.257185e-03 -0.0114646090 0.0112225322
## physic 1.626731e-02 0.0064430099 -0.0164156693
## attacking_crossing 2.581743e-02 -0.0026879841 0.0392002664
## attacking_finishing -1.975903e-02 -0.0039015491 -0.0277174366
## attacking_heading_accuracy -4.737125e-02 0.0149400822 -0.0370127287
## attacking_short_passing 1.734029e-02 0.0271876575 -0.0043148161
## attacking_volleys -1.754901e-02 -0.0160516948 -0.0195097568
## skill_dribbling 1.952637e-02 0.0054166751 -0.0050198541
## skill_curve 1.718343e-02 -0.0146988999 0.0395707149
## skill_fk_accuracy 1.944842e-02 -0.0215320542 0.0440242756
## skill_long_passing 2.800805e-02 0.0244670552 0.0133727074
## skill_ball_control 5.139012e-03 0.0228749613 -0.0025480967
## movement_acceleration 1.164539e-02 -0.0076409794 -0.0466501557
## movement_sprint_speed 1.340516e-02 -0.0108755766 -0.0546038638
## movement_agility -2.350465e-03 0.0212793760 -0.0225426712
## movement_reactions -1.769848e-02 0.0305938716 -0.0275697945
## movement_balance -2.806586e-02 0.0127504283 0.0037297358
## power_shot_power -1.275524e-02 -0.0151365254 -0.0188413133
## power_jumping -7.008160e-02 0.0097184285 -0.0477348192
## power_stamina -1.787667e-03 0.0141715897 -0.0286796551
## power_strength 2.548829e-02 0.0004479738 0.0060633394
## power_long_shots -1.589562e-03 -0.0121325073 -0.0095601694
## mentality_aggression 1.668084e-02 0.0050817592 -0.0341192291
## mentality_interceptions 6.193673e-03 -0.0123018329 0.0072301522
## mentality_positioning 1.379374e-03 0.0013122835 -0.0199603575
## mentality_vision 2.125777e-02 0.0036664331 -0.0117826656
## mentality_penalties -2.209854e-02 -0.0112208431 -0.0173967614
## mentality_composure -2.539423e-03 0.0178103621 0.0004244480
## defending_marking_awareness 5.358336e-03 -0.0109073007 0.0179101746
## defending_standing_tackle 1.561404e-02 -0.0129281265 0.0131622435
## defending_sliding_tackle 1.166770e-02 -0.0151963476 0.0179025557
## goalkeeping_diving -4.964623e-01 0.0820151635 0.0915157089
## goalkeeping_handling 3.376988e-01 -0.0809972606 -0.1344255255
## goalkeeping_kicking 1.852467e-01 -0.2534265905 0.1903039914
## goalkeeping_positioning 1.191655e-01 -0.2252765691 -0.2212198073
## goalkeeping_reflexes -2.724968e-01 0.3015602491 -0.0473383815
## PC70 PC71 PC72
## potential -8.309302e-03 -0.001503724 0.087409915
## value_eur 7.268643e-02 0.007760542 0.067404451
## wage_eur 8.718405e-02 0.041313881 0.016813381
## age -2.367039e-02 0.050580010 -0.077780973
## height_cm 2.250047e-02 -0.064745605 -0.019660278
## weight_kg 4.013820e-02 -0.093350551 0.001097901
## league_level.1 -3.731811e-02 -0.008577896 0.105939712
## league_level.2 3.322893e-02 -0.052353009 0.086480064
## league_level.3 3.271222e-02 0.055438177 -0.150705593
## league_level.4 -4.709918e-03 0.041998582 -0.210982798
## league_level.5 -6.680688e-02 0.019035015 -0.022508462
## club_position.CAM 4.581320e-02 0.061031918 0.137928938
## club_position.CB -5.520347e-02 0.089580111 0.007035766
## club_position.CDM 5.718828e-02 -0.125767320 0.116620297
## club_position.CF 1.317838e-01 0.076402996 0.049922949
## club_position.CM 1.352849e-02 -0.109619644 0.115419447
## club_position.LAM 4.606471e-02 0.010548768 0.057280189
## club_position.LB -4.018297e-03 -0.395603579 -0.079087319
## club_position.LCB -2.541598e-02 -0.052077652 -0.077353040
## club_position.LCM 5.968046e-02 -0.144514624 0.155051484
## club_position.LDM 5.431638e-02 -0.147779926 0.145259381
## club_position.LF 4.523864e-02 0.090809587 0.007316849
## club_position.LM -3.893814e-02 0.058174322 0.017706586
## club_position.LS 3.310105e-05 0.025741130 0.118730595
## club_position.LW -1.266307e-01 0.086167155 0.010811297
## club_position.LWB 5.945674e-02 -0.259871240 -0.078451838
## club_position.RAM 1.333454e-03 -0.026829414 0.009553043
## club_position.RB -7.356820e-02 0.218945313 0.169107013
## club_position.RCB -1.376131e-01 0.228247263 0.053878520
## club_position.RCM 1.853676e-02 -0.163038847 0.215622737
## club_position.RDM 1.038953e-01 -0.081045719 0.136927488
## club_position.RES 7.539860e-02 0.074800657 -0.462059569
## club_position.RF 1.596805e-02 -0.049346283 0.028246729
## club_position.RM -3.503739e-02 0.119868976 0.039842641
## club_position.RS 5.795562e-03 -0.028525902 0.111546756
## club_position.RW -5.520407e-02 0.107692740 0.023309279
## club_position.RWB -2.727001e-02 0.123396541 0.069030771
## club_position.ST -6.395376e-02 -0.037243610 0.140884750
## club_position.SUB 2.139024e-02 0.030766458 -0.080237967
## club_contract_valid_until.2021 1.860080e-01 -0.075071769 -0.182559427
## club_contract_valid_until.2022 3.071675e-02 -0.042612173 0.164137701
## club_contract_valid_until.2023 -2.007954e-02 0.006783496 0.067016144
## club_contract_valid_until.2024 -7.604736e-02 0.041629190 -0.044943968
## club_contract_valid_until.2025 -1.013987e-01 0.030881533 -0.110774235
## club_contract_valid_until.2026 -2.108589e-02 0.106000264 -0.006461605
## club_contract_valid_until.2027 -1.375639e-01 -0.016484242 -0.046492446
## club_contract_valid_until.2028 -7.424845e-02 0.035053980 -0.022909164
## club_contract_valid_until.2031 -3.937394e-02 0.079240100 -0.039205709
## preferred_foot.Left -3.248665e-02 0.161264717 0.111286754
## preferred_foot.Right 3.248665e-02 -0.161264717 -0.111286754
## weak_foot.1 -8.203574e-03 0.045493070 0.020836197
## weak_foot.2 7.153176e-02 0.067585314 -0.041814195
## weak_foot.3 2.623801e-02 -0.004262383 -0.015186300
## weak_foot.4 -1.267767e-01 -0.046532440 0.047701022
## weak_foot.5 4.851779e-02 -0.074972471 0.040997229
## skill_moves.2 -1.754096e-01 -0.006725787 -0.058082216
## skill_moves.3 1.197500e-01 0.036898964 0.042633632
## skill_moves.4 2.481252e-01 -0.012174439 0.045617821
## skill_moves.5 -5.778226e-01 -0.198061141 -0.056031359
## international_reputation.1 -5.326148e-02 0.042972793 -0.037516397
## international_reputation.2 4.232779e-02 -0.051848765 0.037888233
## international_reputation.3 3.404086e-02 -0.002162782 0.025086501
## international_reputation.4 -1.422863e-01 -0.029932382 -0.044188097
## international_reputation.5 4.198169e-01 0.132121354 0.029927535
## work_rate.High.High -1.180494e-01 0.155873686 0.087071215
## work_rate.High.Low -5.653569e-03 -0.124592521 -0.095706976
## work_rate.High.Medium 2.043784e-02 0.015900854 0.052354739
## work_rate.Low.High 4.905521e-02 -0.085179227 0.005134277
## work_rate.Low.Low -6.649437e-03 -0.051110697 -0.037870168
## work_rate.Low.Medium 2.363137e-02 -0.103399699 0.016437114
## work_rate.Medium.High -4.034699e-03 0.159175730 0.010984512
## work_rate.Medium.Low -6.680366e-03 -0.206397235 -0.152925155
## work_rate.Medium.Medium 2.622502e-02 0.015663625 0.008637444
## body_type.Lean..170.. 5.930937e-02 0.004450337 -0.035125557
## body_type.Lean..170.185. -5.898673e-02 0.109994347 0.020842034
## body_type.Lean..185.. -2.500913e-02 0.034370930 -0.063407063
## body_type.Normal..170.. 4.301869e-02 -0.041607184 -0.049095356
## body_type.Normal..170.185. -2.863113e-02 0.034125686 0.038080260
## body_type.Normal..185.. 8.237551e-02 -0.157390821 -0.055536422
## body_type.Stocky..170.. -6.239584e-02 -0.007077126 0.019397929
## body_type.Stocky..170.185. -4.090518e-02 -0.016589011 0.106323119
## body_type.Stocky..185.. -2.870453e-02 -0.039798084 0.061086486
## body_type.Unique 1.373079e-01 0.029376650 -0.003680652
## real_face.No 7.848015e-02 0.018432165 -0.024530075
## real_face.Yes -7.848015e-02 -0.018432165 0.024530075
## pace 3.571892e-02 -0.098607210 -0.066232361
## shooting 1.925938e-03 0.036643811 -0.042571401
## passing -1.770979e-02 -0.017364608 -0.035130859
## dribbling -2.260519e-02 -0.025590832 0.012430975
## defending 1.452672e-02 -0.003905324 -0.060663757
## physic 2.717912e-02 -0.012518678 0.001457369
## attacking_crossing -3.930202e-02 0.008647753 -0.051823096
## attacking_finishing 3.256893e-03 0.035049813 -0.001583568
## attacking_heading_accuracy -2.171549e-02 0.114113267 -0.093351237
## attacking_short_passing -2.101783e-02 -0.029833179 0.014081365
## attacking_volleys -9.184922e-03 0.055039282 -0.065541801
## skill_dribbling -1.951898e-02 -0.033118419 0.012324498
## skill_curve -1.562942e-02 0.025556178 -0.112599119
## skill_fk_accuracy 7.113643e-03 0.042996399 -0.133616077
## skill_long_passing -1.377794e-02 -0.031892468 -0.048785676
## skill_ball_control -3.416037e-02 -0.028254438 0.043426801
## movement_acceleration 3.664584e-02 -0.083252232 -0.050212092
## movement_sprint_speed 3.199847e-02 -0.105396104 -0.075650647
## movement_agility 6.400306e-03 -0.027318840 -0.055484381
## movement_reactions -7.675540e-03 0.027571613 0.021827224
## movement_balance -8.199877e-03 0.046518161 -0.008670907
## power_shot_power -4.176687e-03 0.031842559 -0.107321057
## power_jumping 2.307561e-02 0.172396618 -0.221899299
## power_stamina 3.935800e-02 -0.036272729 0.123987968
## power_strength 2.732611e-02 -0.037368302 0.004165765
## power_long_shots 9.854655e-03 0.025620117 -0.072247767
## mentality_aggression -1.086582e-02 0.039966511 -0.084227114
## mentality_interceptions 1.868406e-02 -0.014055567 -0.049059593
## mentality_positioning -5.444528e-04 -0.002877956 0.015754028
## mentality_vision 1.034390e-02 -0.036731246 0.003692606
## mentality_penalties -1.666964e-02 0.095090240 -0.064788426
## mentality_composure -2.755269e-02 0.009779798 -0.015548470
## defending_marking_awareness 8.682820e-03 -0.011451131 -0.054191410
## defending_standing_tackle 2.044632e-02 -0.011438848 -0.052180035
## defending_sliding_tackle 1.596462e-02 -0.009219362 -0.066435983
## goalkeeping_diving 9.948456e-03 0.045924545 0.037335643
## goalkeeping_handling -9.374040e-02 -0.042092711 0.079768829
## goalkeeping_kicking -8.533779e-02 -0.006334212 0.055855221
## goalkeeping_positioning -1.070788e-01 -0.028584030 0.092197461
## goalkeeping_reflexes -5.755704e-02 -0.110243516 -0.061368146
## PC73 PC74 PC75
## potential -0.0706210875 0.1775576987 2.143619e-02
## value_eur -0.0319821849 0.0160042534 -5.011540e-04
## wage_eur -0.0278981916 -0.0209699024 -1.067376e-02
## age 0.0084896169 -0.0957043783 2.429472e-03
## height_cm 0.0200097635 0.0138699516 -1.112748e-02
## weight_kg 0.0105536387 0.0243255205 -2.578428e-02
## league_level.1 0.0169796246 -0.0773382353 -1.319850e-02
## league_level.2 0.0638440130 -0.0599379082 -3.467180e-02
## league_level.3 -0.0630745043 0.0977103774 3.323995e-02
## league_level.4 -0.0621209600 0.1587451433 5.294699e-02
## league_level.5 -0.0721936492 0.0429963948 2.475980e-03
## club_position.CAM 0.0266304179 -0.1730415332 1.232752e-02
## club_position.CB -0.0414192698 0.1218543060 -1.906469e-01
## club_position.CDM 0.1137328075 0.0281702044 -9.851491e-02
## club_position.CF -0.0170377815 -0.0441280485 -1.998865e-02
## club_position.CM 0.0808199796 0.0325539486 -5.272855e-02
## club_position.LAM -0.0027935772 -0.0408759451 -4.842708e-02
## club_position.LB -0.3956946733 -0.2477806377 -3.473196e-02
## club_position.LCB -0.3063939045 0.0964001256 -2.549887e-01
## club_position.LCM 0.1433266019 -0.0947557208 -8.892107e-02
## club_position.LDM 0.0250101938 -0.0063712296 -8.390462e-02
## club_position.LF 0.0144276822 -0.0490118763 1.394616e-02
## club_position.LM -0.1085678028 -0.1699476504 1.345177e-01
## club_position.LS -0.0735517988 0.1068031151 1.878877e-01
## club_position.LW -0.0271942285 -0.0767568736 9.063931e-02
## club_position.LWB -0.1458781230 -0.1200063669 -9.224708e-03
## club_position.RAM -0.0143309712 -0.0356218243 -5.709780e-03
## club_position.RB 0.1481687467 -0.0589671355 -9.766584e-02
## club_position.RCB -0.0259981505 0.1990904143 -3.055510e-01
## club_position.RCM 0.1892865105 -0.0562625869 -9.266534e-02
## club_position.RDM 0.1366186706 -0.0013233289 -6.881339e-02
## club_position.RES 0.1839491508 0.1045140625 1.009235e-01
## club_position.RF 0.0001253390 -0.0553897277 4.111888e-02
## club_position.RM 0.0085749372 -0.1895421238 9.769697e-02
## club_position.RS -0.0229248519 0.1174030154 2.032468e-01
## club_position.RW -0.0956597970 -0.1564666615 1.070410e-01
## club_position.RWB 0.0960551018 -0.0258867593 -4.586421e-02
## club_position.ST -0.0659488014 0.2811336096 3.303275e-01
## club_position.SUB 0.0114520288 0.0294153692 5.468380e-02
## club_contract_valid_until.2021 0.0674590677 0.3708364119 -3.981918e-02
## club_contract_valid_until.2022 -0.0070809822 0.0797827505 -2.306982e-02
## club_contract_valid_until.2023 -0.0065324808 -0.0489095014 1.277999e-02
## club_contract_valid_until.2024 -0.0212457766 -0.1507856913 3.229505e-02
## club_contract_valid_until.2025 0.0075274890 -0.1355155741 3.092827e-02
## club_contract_valid_until.2026 -0.0620719566 -0.2326132850 -1.435343e-02
## club_contract_valid_until.2027 0.0311300397 -0.1077388324 -3.622787e-05
## club_contract_valid_until.2028 -0.0086066402 -0.0283357347 -4.032341e-02
## club_contract_valid_until.2031 -0.0258394937 -0.0280313454 -6.204308e-03
## preferred_foot.Left 0.1910310415 0.0833896488 -2.898783e-02
## preferred_foot.Right -0.1910310415 -0.0833896488 2.898783e-02
## weak_foot.1 -0.1246207344 -0.0161474142 1.773288e-02
## weak_foot.2 -0.1123622613 -0.0509285579 3.603094e-02
## weak_foot.3 0.0031491843 -0.0232869419 3.846279e-02
## weak_foot.4 0.0947705339 0.0876858258 -6.772878e-02
## weak_foot.5 0.1079334169 -0.0013983845 -6.827657e-02
## skill_moves.2 -0.0145203908 -0.0175077372 -3.021463e-01
## skill_moves.3 -0.0398341600 0.0088061299 7.336530e-02
## skill_moves.4 0.0698354183 0.0092844579 4.020290e-01
## skill_moves.5 0.1532743969 0.0366403811 2.310631e-01
## international_reputation.1 -0.0157617178 0.0262032965 4.497893e-02
## international_reputation.2 0.0342570165 -0.0328751141 -4.644998e-02
## international_reputation.3 -0.0438697498 0.0161285637 -5.868747e-03
## international_reputation.4 0.0648786840 -0.0109685403 1.240164e-02
## international_reputation.5 -0.1031972845 -0.0361547814 -5.882732e-02
## work_rate.High.High -0.2650216109 0.0940885568 -4.298342e-02
## work_rate.High.Low -0.0119344729 -0.0558330845 -2.207185e-02
## work_rate.High.Medium -0.0755916407 0.0314249904 -1.236130e-02
## work_rate.Low.High 0.1213090155 -0.0219200977 -8.862985e-03
## work_rate.Low.Low 0.1093017211 0.0096991558 -2.352964e-02
## work_rate.Low.Medium 0.1619327648 0.0335268463 -7.563017e-02
## work_rate.Medium.High -0.0089606204 -0.0192795630 4.628056e-02
## work_rate.Medium.Low 0.0884506613 -0.0482432186 -6.849823e-03
## work_rate.Medium.Medium 0.0626059491 -0.0210255895 4.441811e-02
## body_type.Lean..170.. 0.0751147811 -0.0456786678 1.572538e-02
## body_type.Lean..170.185. -0.0234266662 -0.0496429799 1.556517e-02
## body_type.Lean..185.. 0.0359367077 -0.0361137548 -2.356327e-02
## body_type.Normal..170.. 0.0411546657 -0.0207412294 -2.476777e-02
## body_type.Normal..170.185. -0.0613736251 0.0551776541 9.169286e-03
## body_type.Normal..185.. 0.0906560746 0.0341544319 2.403856e-02
## body_type.Stocky..170.. 0.0217186055 -0.0189694545 5.278687e-03
## body_type.Stocky..170.185. -0.1437055225 0.0567840789 -1.692568e-02
## body_type.Stocky..185.. -0.0118408894 0.0038963157 -2.049966e-02
## body_type.Unique -0.0069518631 -0.0656471686 -6.991422e-02
## real_face.No -0.0306581350 0.0511510130 2.997750e-02
## real_face.Yes 0.0306581350 -0.0511510130 -2.997750e-02
## pace 0.0867945892 0.0545862897 -1.100623e-01
## shooting 0.0148461985 -0.0460679312 -8.589333e-02
## passing -0.0313453053 0.0488626091 -1.884321e-02
## dribbling -0.0332236235 0.1044054549 1.081211e-02
## defending 0.0012660828 0.0101443622 3.567983e-02
## physic 0.1033544393 -0.0769805122 7.410958e-02
## attacking_crossing -0.0291901948 -0.0432854788 3.744594e-03
## attacking_finishing -0.0061662349 -0.0249795168 -6.719473e-02
## attacking_heading_accuracy -0.0226607215 0.0097651937 -5.009489e-02
## attacking_short_passing -0.0667013626 0.1363647677 -2.187911e-02
## attacking_volleys 0.0175266762 -0.0610911730 -3.053413e-02
## skill_dribbling -0.0330189573 0.1002878942 7.921013e-03
## skill_curve 0.0266149096 -0.0582041196 -1.191008e-02
## skill_fk_accuracy 0.0525629635 -0.1109056585 -3.345559e-02
## skill_long_passing -0.0312847452 0.1034048346 -5.386029e-02
## skill_ball_control -0.0640874320 0.1258771292 -1.799452e-03
## movement_acceleration 0.0750876735 0.0470937738 -7.749512e-02
## movement_sprint_speed 0.0908057920 0.0575365597 -1.299717e-01
## movement_agility 0.0612191501 0.0300577119 3.856688e-03
## movement_reactions -0.0489978141 0.0548062570 5.825467e-02
## movement_balance 0.0262908164 0.0065473451 4.199766e-02
## power_shot_power 0.0386041381 -0.0647024988 -1.347067e-01
## power_jumping 0.1777272726 -0.1348831147 -6.239873e-03
## power_stamina 0.1089541697 -0.1430952548 7.482271e-02
## power_strength 0.0679086017 -0.0331991625 2.667310e-02
## power_long_shots 0.0445150385 -0.0641538277 -9.694289e-02
## mentality_aggression 0.0592730681 -0.0217138785 1.256524e-01
## mentality_interceptions 0.0148037311 -0.0063724809 4.946497e-02
## mentality_positioning -0.0191997084 -0.0106194273 1.560825e-02
## mentality_vision -0.0068690123 0.0401122492 -1.337109e-03
## mentality_penalties 0.0184682413 -0.0601787903 -6.843912e-02
## mentality_composure -0.0539950861 0.0828780869 2.631971e-02
## defending_marking_awareness -0.0004780721 0.0155532549 3.053904e-02
## defending_standing_tackle -0.0003157560 0.0140717074 4.425057e-02
## defending_sliding_tackle -0.0041387101 0.0070668392 2.732355e-02
## goalkeeping_diving -0.0184861418 0.0307318263 2.674081e-02
## goalkeeping_handling -0.0693889296 -0.0225687074 -4.156513e-02
## goalkeeping_kicking -0.0306919079 0.0004864448 5.939153e-03
## goalkeeping_positioning 0.0781334937 0.0206905452 -1.081406e-02
## goalkeeping_reflexes 0.1144971803 0.0418563027 4.077214e-04
## PC76 PC77 PC78
## potential -0.0507194555 0.2268592613 -0.1870986400
## value_eur -0.0083463210 0.0667643425 -0.0204991310
## wage_eur -0.0131679536 0.0114393380 0.0052921463
## age 0.0215955272 -0.2079158505 0.1134092075
## height_cm -0.0205688037 -0.0478289029 -0.0011814771
## weight_kg -0.0155183130 -0.0719567871 0.0207813706
## league_level.1 0.0073981636 -0.0417007507 0.0090732435
## league_level.2 0.0289223690 -0.0365225586 0.0484738952
## league_level.3 -0.0344196660 0.0460922994 -0.0405945358
## league_level.4 -0.0245815820 0.0959343127 -0.0591108614
## league_level.5 -0.0096734337 0.0538329116 -0.0053223486
## club_position.CAM -0.0360885302 0.1267172454 0.1036552637
## club_position.CB 0.0527771440 -0.1148949857 -0.0334270502
## club_position.CDM 0.1145638678 -0.0758083695 -0.0577774243
## club_position.CF -0.0007427822 0.0502342400 0.0521282554
## club_position.CM 0.0649064373 -0.0068591248 -0.0314653296
## club_position.LAM -0.0111277379 0.0883162768 0.0852487541
## club_position.LB -0.2080361682 0.0217630134 -0.2199680086
## club_position.LCB 0.0528790011 -0.2083093470 -0.0785471123
## club_position.LCM 0.0575763909 0.0011273527 -0.0544298819
## club_position.LDM 0.1106267045 -0.0497545075 -0.0815361030
## club_position.LF 0.0131199902 0.0327512413 0.0416433820
## club_position.LM -0.0158360429 0.1735952874 0.0254545167
## club_position.LS -0.0302381774 -0.0603504068 0.2232157438
## club_position.LW 0.0120169972 0.1475510909 0.0788856140
## club_position.LWB -0.0883693832 0.0379594739 -0.0895565616
## club_position.RAM 0.0077909263 0.0562221699 0.0671346535
## club_position.RB -0.1569164406 0.0254955035 -0.2407108821
## club_position.RCB 0.1012498203 -0.2232790182 -0.0639013476
## club_position.RCM 0.0802692008 -0.0103862847 -0.0560757725
## club_position.RDM 0.1155005299 -0.0920437627 -0.0699760228
## club_position.RES -0.0111222255 0.0329988302 0.0386276686
## club_position.RF 0.0157583091 0.0408917371 0.0552363688
## club_position.RM -0.0293295336 0.1899405802 0.0198265117
## club_position.RS -0.0162007628 -0.0343379340 0.2238183177
## club_position.RW 0.0028299104 0.1432714824 0.0986298793
## club_position.RWB -0.0735857601 0.0366285221 -0.1163015828
## club_position.ST -0.0239150124 -0.1214075373 0.3153967492
## club_position.SUB -0.0050860002 0.0327108305 0.0125933487
## club_contract_valid_until.2021 -0.0430352529 0.2022135475 -0.0941202967
## club_contract_valid_until.2022 -0.0363932962 0.0705846835 -0.0279949791
## club_contract_valid_until.2023 0.0146999622 -0.0140469402 0.0162833402
## club_contract_valid_until.2024 0.0327643566 -0.1073229843 0.0147895478
## club_contract_valid_until.2025 0.0314998365 -0.1394688085 0.0580325694
## club_contract_valid_until.2026 0.0215265846 -0.0733113744 0.0923060573
## club_contract_valid_until.2027 -0.0010997798 -0.0526650767 0.0122508674
## club_contract_valid_until.2028 0.0091642666 0.0223845246 -0.0160384727
## club_contract_valid_until.2031 0.0289193130 -0.0041279084 0.0059836950
## preferred_foot.Left 0.0092571616 0.0337621806 -0.0126992193
## preferred_foot.Right -0.0092571616 -0.0337621806 0.0126992193
## weak_foot.1 -0.0376452136 0.0125252307 -0.0374028760
## weak_foot.2 0.0197339082 -0.0500192655 -0.0287734018
## weak_foot.3 0.0111914512 -0.0396332032 -0.0106304285
## weak_foot.4 -0.0373259868 0.0842895836 0.0343088573
## weak_foot.5 0.0185213535 0.0566686585 0.0441318201
## skill_moves.2 -0.0619142907 0.2012717878 0.2642991502
## skill_moves.3 0.0271978613 -0.0342184137 -0.0594656661
## skill_moves.4 0.0682373737 -0.3055461492 -0.3577376474
## skill_moves.5 0.0073449520 -0.1112961698 -0.2150176134
## international_reputation.1 -0.0232144260 0.0008535171 -0.0779493067
## international_reputation.2 0.0087298880 0.0237861427 0.0418797696
## international_reputation.3 0.0263542901 -0.0260687831 0.0794703069
## international_reputation.4 0.0143284389 -0.0335814435 0.0089656194
## international_reputation.5 0.0029299771 -0.0305422711 0.0320672239
## work_rate.High.High 0.0831754041 -0.0964405598 -0.0817002132
## work_rate.High.Low 0.3219724705 0.0977499514 0.0477318396
## work_rate.High.Medium 0.3170512921 0.0258172274 0.0164540717
## work_rate.Low.High -0.3995211205 -0.0511971679 0.0375280151
## work_rate.Low.Low 0.0144404556 0.0754526294 -0.0314393734
## work_rate.Low.Medium -0.3678451892 -0.0146861665 0.0388654008
## work_rate.Medium.High -0.4046101911 -0.1020393921 -0.0310593299
## work_rate.Medium.Low 0.2837875047 0.1591483628 0.0533426110
## work_rate.Medium.Medium -0.0519582207 -0.0035973288 -0.0177955060
## body_type.Lean..170.. -0.0269467879 0.0437825523 0.0125915521
## body_type.Lean..170.185. 0.0300582089 0.0150848100 -0.0121335812
## body_type.Lean..185.. 0.0143342327 -0.0400959857 0.0003682152
## body_type.Normal..170.. -0.0103068587 0.0253279945 0.0178014258
## body_type.Normal..170.185. 0.0355887420 0.0180047246 -0.0157714564
## body_type.Normal..185.. -0.0674953628 -0.0247568363 0.0086910423
## body_type.Stocky..170.. 0.0016014120 0.0172299972 0.0274346148
## body_type.Stocky..170.185. -0.0053798261 -0.0053925355 -0.0118110970
## body_type.Stocky..185.. -0.0232468181 -0.0442219654 -0.0083327030
## body_type.Unique 0.0199348088 -0.0154380695 0.0558784377
## real_face.No -0.0125303517 0.0269308705 -0.0240241498
## real_face.Yes 0.0125303517 -0.0269308705 0.0240241498
## pace -0.0543794769 -0.1104198457 0.1326289616
## shooting -0.0332711410 0.0096887376 -0.0037314046
## passing -0.0223049068 0.0224155539 0.0606809547
## dribbling -0.0273617923 0.0746199587 -0.0497901704
## defending 0.0410860731 -0.0204919304 0.0580837154
## physic 0.0260817208 0.0450080741 0.0157121511
## attacking_crossing -0.0362339460 -0.0574595867 0.1058385438
## attacking_finishing -0.0242501959 0.0470597591 -0.0179269332
## attacking_heading_accuracy 0.0003929145 0.1291383181 -0.0870190834
## attacking_short_passing -0.0281690376 0.1207613359 0.0093403276
## attacking_volleys -0.0311668174 -0.0717625793 -0.0014672982
## skill_dribbling -0.0250672340 0.0874239200 -0.0359603019
## skill_curve -0.0091858029 -0.1531167180 0.0421787369
## skill_fk_accuracy 0.0228760367 -0.2246398929 0.0847183373
## skill_long_passing -0.0056556527 0.0503196516 0.0799594644
## skill_ball_control -0.0383655994 0.1048308620 -0.0620232721
## movement_acceleration -0.0471810413 -0.1100713507 0.0996401382
## movement_sprint_speed -0.0572013701 -0.1042796140 0.1516763127
## movement_agility -0.0141945556 -0.0702208486 -0.0213471833
## movement_reactions -0.0083347671 0.0894208138 -0.0481405979
## movement_balance 0.0065923703 -0.0130867475 -0.0417504425
## power_shot_power -0.0569396910 -0.0491974851 0.0200834671
## power_jumping 0.1121049477 0.1478002537 -0.2823816790
## power_stamina -0.0122385397 0.0999203641 0.0540971123
## power_strength 0.0093626612 0.0034192339 -0.0027917751
## power_long_shots -0.0278492567 -0.0139385550 0.0109172258
## mentality_aggression 0.0588795589 0.0177624317 0.0668620079
## mentality_interceptions 0.0504748676 -0.0323174911 0.0626506624
## mentality_positioning -0.0005374107 0.1059294738 0.0227147508
## mentality_vision -0.0129723028 0.0684824179 0.0235975269
## mentality_penalties -0.0495455907 -0.0834587113 -0.0384205132
## mentality_composure -0.0072147421 0.0050914936 -0.0872645983
## defending_marking_awareness 0.0289928335 -0.0332533709 0.0506668700
## defending_standing_tackle 0.0446399394 -0.0264940210 0.0750865058
## defending_sliding_tackle 0.0425633880 -0.0241543295 0.0713493526
## goalkeeping_diving 0.0232447828 0.0122628666 0.0028378117
## goalkeeping_handling -0.0304107357 0.0471046596 -0.0106074444
## goalkeeping_kicking -0.0203990757 0.0175451499 -0.0010984705
## goalkeeping_positioning 0.0442161133 0.0206206428 0.0117873500
## goalkeeping_reflexes -0.0310449474 0.0419653889 0.0002570720
## PC79 PC80 PC81
## potential 0.2754759479 -0.0686625845 0.0043488906
## value_eur 0.0331559128 -0.1025151544 0.0370194365
## wage_eur -0.0333900659 -0.0602022323 -0.0559441384
## age -0.3130664581 0.0401589485 -0.2397470212
## height_cm -0.0023783921 0.1222664121 0.0365327493
## weight_kg -0.0466553493 0.1127894906 -0.0056737187
## league_level.1 -0.0169636981 0.0326736224 0.0303929885
## league_level.2 -0.0107364362 -0.0042372706 0.0285337522
## league_level.3 0.0358646917 -0.0476629421 -0.0552454872
## league_level.4 0.0118788128 -0.0047823654 -0.0518631535
## league_level.5 0.0024873815 -0.0006640107 -0.0038468998
## club_position.CAM 0.0337085716 0.0527153186 -0.0425325034
## club_position.CB 0.0019907296 -0.0603993841 0.0455956177
## club_position.CDM 0.0227686403 0.0352249819 -0.0385315087
## club_position.CF 0.0330594936 0.0182338513 0.0519562158
## club_position.CM 0.0111270839 0.0282393173 -0.0536952579
## club_position.LAM -0.0060970291 0.0147942926 -0.0234197489
## club_position.LB 0.0258404418 -0.0008852209 0.0262842694
## club_position.LCB -0.0372887027 -0.1582074606 0.0851657257
## club_position.LCM 0.0328117317 0.0776439619 -0.0612034978
## club_position.LDM 0.0257386645 0.0786461624 -0.0511883825
## club_position.LF 0.0420261476 0.0355590346 -0.0102718304
## club_position.LM 0.0710473928 0.0326097398 -0.0175421329
## club_position.LS 0.0959776153 0.0743188884 0.0577767229
## club_position.LW 0.0796465811 0.0335815731 -0.0194147649
## club_position.LWB 0.0109034847 0.0081228041 0.0056078946
## club_position.RAM 0.0218384775 0.0133988671 -0.0181254232
## club_position.RB 0.0464646846 -0.0019953556 0.0181091663
## club_position.RCB -0.0493853532 -0.1260989200 0.0826629463
## club_position.RCM 0.0146142123 0.0911983445 -0.0888172531
## club_position.RDM 0.0045014508 0.0693907863 -0.0589329839
## club_position.RES -0.2669965695 -0.0870432017 -0.0558169403
## club_position.RF 0.0338012667 0.0107742820 -0.0000399071
## club_position.RM 0.0686565525 0.0560130758 -0.0152545097
## club_position.RS 0.0675145682 0.0471502843 0.0634658955
## club_position.RW 0.0739988896 0.0250255634 -0.0022463324
## club_position.RWB 0.0318249237 0.0028817844 0.0019300432
## club_position.ST 0.1062614152 0.0842915985 0.1140442351
## club_position.SUB 0.0048119361 -0.0271551957 0.0005628460
## club_contract_valid_until.2021 0.1445517244 -0.0253109249 0.0291509758
## club_contract_valid_until.2022 0.0752150904 -0.0243089028 0.0336937600
## club_contract_valid_until.2023 -0.0214172636 -0.0064207851 -0.0070470256
## club_contract_valid_until.2024 -0.0996425666 0.0152851966 -0.0122213447
## club_contract_valid_until.2025 -0.0945551176 0.0358533000 -0.0421123860
## club_contract_valid_until.2026 -0.0498808103 0.0386389620 -0.0342945235
## club_contract_valid_until.2027 -0.0298950237 0.0351959163 -0.0259901552
## club_contract_valid_until.2028 -0.0069616382 -0.0136891263 -0.0146305192
## club_contract_valid_until.2031 -0.0086030745 -0.0115097573 0.0037670621
## preferred_foot.Left -0.0191414175 -0.0094035276 -0.0194301758
## preferred_foot.Right 0.0191414175 0.0094035276 0.0194301758
## weak_foot.1 0.0222040647 -0.0060059760 -0.0051108106
## weak_foot.2 -0.0194624822 0.0387668471 0.0075542717
## weak_foot.3 0.0094471081 0.0055570727 -0.0104871598
## weak_foot.4 0.0032720864 -0.0432915710 0.0018909590
## weak_foot.5 0.0062907776 -0.0134390975 0.0129689144
## skill_moves.2 -0.0144706943 0.0644952858 -0.0071760114
## skill_moves.3 0.0100255393 -0.0295715678 0.0084730988
## skill_moves.4 -0.0003449248 -0.0578512945 -0.0061624742
## skill_moves.5 0.0424168756 -0.0552926730 0.0179428963
## international_reputation.1 0.0229053745 -0.0551022991 0.0841880146
## international_reputation.2 -0.0135800729 -0.0480884462 0.1084708521
## international_reputation.3 -0.0299756070 0.1234876548 -0.2041875639
## international_reputation.4 0.0165371483 0.1528444748 -0.3188222506
## international_reputation.5 -0.0082304028 0.0903349459 -0.2060129339
## work_rate.High.High -0.0190579338 0.1368602583 0.0107869289
## work_rate.High.Low 0.0187777072 -0.0456040391 0.0018482620
## work_rate.High.Medium -0.0155026488 0.0398637592 -0.0016092837
## work_rate.Low.High 0.0067957977 0.0196421309 0.0055096259
## work_rate.Low.Low 0.0090092298 -0.0067231252 -0.0251240286
## work_rate.Low.Medium -0.0594357948 -0.0135264917 0.0213021629
## work_rate.Medium.High 0.0044507935 0.0312818622 -0.0078489684
## work_rate.Medium.Low 0.0819492515 -0.1004246899 0.0105343702
## work_rate.Medium.Medium -0.0066898042 -0.0598631081 -0.0104019859
## body_type.Lean..170.. -0.0200222303 -0.0792021881 -0.0319238728
## body_type.Lean..170.185. -0.0054127891 -0.0980245792 -0.0499182358
## body_type.Lean..185.. -0.0206100252 0.0607385856 0.0167073655
## body_type.Normal..170.. -0.0001063537 -0.0728756493 -0.0453829137
## body_type.Normal..170.185. 0.0149058786 -0.0530013173 -0.0444668308
## body_type.Normal..185.. 0.0171676111 0.1787739899 0.0294855207
## body_type.Stocky..170.. -0.0013755981 -0.0229683884 -0.0061508786
## body_type.Stocky..170.185. 0.0178893807 0.0133170568 -0.0280960273
## body_type.Stocky..185.. 0.0011068786 0.1257688458 0.0174155474
## body_type.Unique -0.0618218704 -0.0787317870 0.5087518016
## real_face.No -0.0013470697 0.0147815209 -0.0397816923
## real_face.Yes 0.0013470697 -0.0147815209 0.0397816923
## pace 0.0748085049 0.0221073548 -0.0876016677
## shooting 0.0872239434 -0.0881935086 -0.0238081811
## passing -0.0845880885 0.1235806949 0.1044578463
## dribbling -0.1474542220 0.0586423684 -0.0329192439
## defending 0.1402899032 -0.0189969372 -0.0660397184
## physic -0.1049503838 -0.1766258546 0.0815790167
## attacking_crossing -0.0836696481 0.1097117922 0.0335823460
## attacking_finishing 0.0282401326 -0.0821094909 -0.0478839947
## attacking_heading_accuracy 0.1104170907 0.0016343861 -0.2098935835
## attacking_short_passing -0.1384616486 0.1224826221 0.0519863800
## attacking_volleys 0.1359837198 -0.0420231902 -0.0656669558
## skill_dribbling -0.1520550635 0.0553101953 -0.0215679093
## skill_curve 0.1543014103 0.0550399392 0.1390627117
## skill_fk_accuracy 0.3088553450 0.0148282216 0.1821848580
## skill_long_passing -0.1090166636 0.1733672702 0.1702664634
## skill_ball_control -0.1479785150 0.0601392430 -0.0424059446
## movement_acceleration 0.0580860278 0.0217578701 -0.0721861222
## movement_sprint_speed 0.0841488240 0.0205096383 -0.0956194795
## movement_agility -0.0998350075 0.0896554750 0.0345758466
## movement_reactions -0.0565979732 -0.1146136591 -0.2095038499
## movement_balance -0.0050901029 0.0506843389 0.0468751351
## power_shot_power 0.1860862922 -0.0938966464 0.0282561059
## power_jumping 0.0321133960 0.5000624122 0.2567325687
## power_stamina -0.2321278277 -0.4246822542 0.1377059634
## power_strength -0.0882626016 -0.0679860930 0.0463087529
## power_long_shots 0.1143390316 -0.0837134343 0.0332684573
## mentality_aggression 0.0610774230 -0.1411917329 -0.0147864264
## mentality_interceptions 0.1156497558 -0.0238008760 -0.0571995236
## mentality_positioning -0.1196159383 -0.0564848448 -0.0490201488
## mentality_vision -0.1251791702 0.0726375079 0.1004579453
## mentality_penalties 0.2461601448 -0.0883812809 -0.1278999118
## mentality_composure -0.0629415008 0.0104468393 -0.1188686591
## defending_marking_awareness 0.1130243529 -0.0216702173 -0.0665139532
## defending_standing_tackle 0.1529777810 -0.0185133227 -0.0365881051
## defending_sliding_tackle 0.1496662891 -0.0047657239 -0.0348894547
## goalkeeping_diving -0.0008873081 -0.0022671940 0.0037422891
## goalkeeping_handling 0.0333124259 0.0059742695 -0.0052561708
## goalkeeping_kicking 0.0113340141 0.0371580045 0.0046112179
## goalkeeping_positioning 0.0097271252 -0.0047677443 0.0108515652
## goalkeeping_reflexes 0.0398918579 0.0051442854 0.0242106920
## PC82 PC83 PC84
## potential -9.010307e-02 0.0270218833 -0.0462276481
## value_eur -9.144069e-02 -0.2189766720 0.0851877757
## wage_eur -7.342854e-02 -0.1989279300 0.0809932110
## age 1.834221e-01 -0.1504192850 0.0360422492
## height_cm -1.317411e-02 -0.0302570788 0.1099040912
## weight_kg -6.127548e-03 0.0018947983 -0.1472097299
## league_level.1 -6.291830e-03 -0.0003401182 0.0369831936
## league_level.2 -4.611227e-02 0.0161145253 0.0096386057
## league_level.3 3.088632e-02 -0.0240471888 -0.0442142526
## league_level.4 5.921016e-02 -0.0002628188 -0.0434084891
## league_level.5 1.399618e-02 0.0123653731 -0.0160053323
## club_position.CAM 8.283650e-02 -0.0001092923 0.0238909098
## club_position.CB -4.930706e-02 0.0255666015 0.0246170416
## club_position.CDM 5.243947e-02 -0.0306164409 -0.0248697308
## club_position.CF 3.469714e-02 0.0034315226 0.0063494463
## club_position.CM 3.191987e-02 -0.0076664884 -0.0133409859
## club_position.LAM 1.577123e-02 0.0099408159 -0.0024734139
## club_position.LB -2.552871e-02 0.0623077328 -0.0164172849
## club_position.LCB -8.959030e-02 0.0606469136 0.0426254496
## club_position.LCM 8.651391e-02 -0.0260503736 -0.0315160999
## club_position.LDM 6.004486e-02 -0.0371590903 -0.0159788702
## club_position.LF 3.606951e-02 -0.0178555870 0.0003765262
## club_position.LM 2.373851e-02 0.0230437307 0.0068631236
## club_position.LS -3.126407e-02 0.0069466385 -0.0106919945
## club_position.LW 1.801718e-02 0.0131669003 -0.0075204441
## club_position.LWB 1.725259e-03 0.0200712965 -0.0085438745
## club_position.RAM 1.851791e-02 0.0127075198 0.0026745513
## club_position.RB -1.710814e-02 0.0655202941 -0.0003110028
## club_position.RCB -9.903244e-02 0.0729115722 0.0371812512
## club_position.RCM 8.877123e-02 -0.0128050630 -0.0257639623
## club_position.RDM 3.667931e-02 -0.0255424838 -0.0064213742
## club_position.RES 1.472966e-03 -0.0732865405 -0.0040869305
## club_position.RF 1.096345e-02 0.0131462978 0.0050378931
## club_position.RM 2.650042e-02 0.0136470634 0.0179644510
## club_position.RS -9.124769e-03 -0.0079910976 0.0066606393
## club_position.RW 1.383817e-02 0.0017312796 -0.0029632933
## club_position.RWB -3.411715e-03 0.0183387663 -0.0100313605
## club_position.ST -2.348519e-02 -0.0033925494 -0.0183454933
## club_position.SUB -3.099979e-02 -0.0355806548 0.0002029386
## club_contract_valid_until.2021 -5.468487e-02 0.0049078099 0.0240471756
## club_contract_valid_until.2022 -1.915297e-02 -0.0134747455 0.0116244892
## club_contract_valid_until.2023 1.469943e-02 -0.0356456620 -0.0007391411
## club_contract_valid_until.2024 2.119370e-02 0.0312310725 -0.0248465351
## club_contract_valid_until.2025 3.864166e-02 0.0186046721 -0.0079020382
## club_contract_valid_until.2026 5.551479e-03 0.0169816432 -0.0066993325
## club_contract_valid_until.2027 1.958247e-02 0.0260117808 -0.0041471109
## club_contract_valid_until.2028 1.102669e-02 0.0012388037 0.0032321925
## club_contract_valid_until.2031 -3.167290e-03 -0.0004456262 -0.0123106311
## preferred_foot.Left 1.799307e-02 0.0200923729 0.0046855935
## preferred_foot.Right -1.799307e-02 -0.0200923729 -0.0046855935
## weak_foot.1 -1.294413e-05 0.0082891769 -0.0021738713
## weak_foot.2 -1.843998e-02 -0.0086181561 -0.0164587190
## weak_foot.3 -9.242915e-03 -0.0052007134 0.0060544682
## weak_foot.4 2.244098e-02 0.0098110591 0.0054262993
## weak_foot.5 2.714768e-02 0.0148440281 0.0128946177
## skill_moves.2 -1.107458e-02 -0.0346022223 0.0777171272
## skill_moves.3 -2.175777e-02 0.0115062182 -0.0277859502
## skill_moves.4 5.686040e-02 0.0535073975 -0.0876266953
## skill_moves.5 2.876912e-02 -0.0323393304 -0.0538734318
## international_reputation.1 1.279373e-01 -0.1464371204 0.0515108495
## international_reputation.2 4.652881e-02 0.0074090918 -0.0118478860
## international_reputation.3 -2.095525e-01 0.1724755394 -0.0607125671
## international_reputation.4 -2.732428e-01 0.2351211591 -0.0544693569
## international_reputation.5 -1.644486e-01 0.1221544885 -0.0154461743
## work_rate.High.High 2.938750e-02 -0.0261232012 -0.0483782114
## work_rate.High.Low -3.066399e-02 0.0106852707 0.0321427326
## work_rate.High.Medium 1.472434e-02 -0.0062642006 -0.0082366208
## work_rate.Low.High 1.042817e-02 0.0145336712 -0.0035986133
## work_rate.Low.Low -4.129415e-02 -0.0087400272 0.0082558501
## work_rate.Low.Medium -8.826498e-03 0.0337305105 0.0057086944
## work_rate.Medium.High 8.913641e-03 -0.0001341188 -0.0071537939
## work_rate.Medium.Low -3.740258e-02 -0.0148823416 0.0250521638
## work_rate.Medium.Medium 2.249843e-04 0.0049711166 0.0094913396
## body_type.Lean..170.. 6.379309e-03 0.0306101013 -0.2339746503
## body_type.Lean..170.185. 5.853630e-03 0.0734647908 -0.2009051352
## body_type.Lean..185.. -3.913239e-02 0.0137391260 0.1979347230
## body_type.Normal..170.. 1.444997e-02 -0.0030173210 -0.2251452028
## body_type.Normal..170.185. -7.739928e-03 0.0105552040 -0.0736944440
## body_type.Normal..185.. -7.272140e-02 -0.0649241990 0.3360384627
## body_type.Stocky..170.. -1.723147e-02 -0.0179039113 -0.0711379600
## body_type.Stocky..170.185. -1.419089e-02 -0.0666275600 0.0334245333
## body_type.Stocky..185.. -2.705761e-02 -0.0813768394 0.1652511006
## body_type.Unique 4.992067e-01 0.0360686965 -0.0152896424
## real_face.No -1.773951e-03 0.0002490587 0.0126581372
## real_face.Yes 1.773951e-03 -0.0002490587 -0.0126581372
## pace 8.512386e-02 -0.0236024918 -0.0984690329
## shooting 2.950698e-02 0.0794709286 0.0503045388
## passing -6.453844e-02 -0.0412614825 -0.1345371918
## dribbling 6.730003e-02 0.0560156600 0.1098514250
## defending 6.714833e-02 -0.0420185803 0.0490144125
## physic -1.065285e-01 0.1538738301 -0.1009018407
## attacking_crossing -4.337474e-02 -0.1511404690 -0.0507875812
## attacking_finishing 3.837228e-02 0.0321578804 0.0558622502
## attacking_heading_accuracy 2.190405e-01 -0.1588175254 -0.1504148989
## attacking_short_passing 7.374983e-03 -0.0248134690 -0.2033388214
## attacking_volleys 3.288358e-02 0.0066757777 0.0634279203
## skill_dribbling 6.772744e-02 0.0824752797 0.0721069304
## skill_curve -1.273629e-01 -0.0495455461 0.0468330499
## skill_fk_accuracy -2.029179e-01 -0.1468260015 -0.0696347537
## skill_long_passing -8.836739e-02 0.0502140302 -0.2675570592
## skill_ball_control 8.269974e-02 0.0209899477 0.0117276075
## movement_acceleration 5.936642e-02 -0.0123040077 -0.0301088762
## movement_sprint_speed 1.005187e-01 -0.0316515139 -0.1488036227
## movement_agility -1.930338e-02 0.1092166041 0.2577929084
## movement_reactions 1.158554e-01 -0.2173274753 0.1292399583
## movement_balance -6.027930e-02 0.0546866071 0.3372800198
## power_shot_power 3.675475e-02 0.2332395776 0.0122782059
## power_jumping -1.272091e-01 -0.0732580428 -0.0354634417
## power_stamina -4.247409e-01 -0.2261785184 0.0412274076
## power_strength -1.856272e-02 0.1109791844 -0.2316777994
## power_long_shots -6.705350e-03 0.1294589409 0.0598244762
## mentality_aggression 1.279708e-01 0.5366701362 0.1426010628
## mentality_interceptions 5.014422e-02 -0.0311572375 0.0755891474
## mentality_positioning 4.133294e-02 0.0267029050 0.1139430811
## mentality_vision -5.919066e-02 0.0522504108 -0.0236537721
## mentality_penalties 1.498139e-02 -0.2731865048 -0.0865628223
## mentality_composure 1.119114e-01 -0.0539041511 0.1220348902
## defending_marking_awareness 4.535617e-02 -0.0568876928 0.0633876455
## defending_standing_tackle 5.506393e-02 -0.0127209136 0.0494406947
## defending_sliding_tackle 6.122053e-02 -0.0052198353 0.0465878355
## goalkeeping_diving -1.042843e-02 0.0177836112 -0.0115541326
## goalkeeping_handling 3.934663e-03 0.0195712780 0.0090841775
## goalkeeping_kicking -3.442753e-03 0.0205458340 -0.0066254206
## goalkeeping_positioning -8.191433e-03 0.0022757199 0.0077752541
## goalkeeping_reflexes -2.194485e-02 0.0069550388 0.0029286089
## PC85 PC86 PC87
## potential 1.043122e-01 2.199472e-01 -0.0252593635
## value_eur 1.621000e-01 -4.602238e-01 0.0456552786
## wage_eur 1.401930e-01 -4.100691e-01 0.0308719465
## age -2.336746e-02 -8.233664e-02 -0.0973156990
## height_cm -2.641724e-02 2.269566e-02 0.0038431602
## weight_kg 1.023047e-01 3.524288e-02 0.0490205189
## league_level.1 -8.979531e-03 1.761148e-02 -0.0045334388
## league_level.2 -1.331875e-03 -3.382477e-02 -0.0018315380
## league_level.3 9.219234e-03 1.085134e-05 0.0070415827
## league_level.4 1.108869e-02 2.363483e-02 0.0025479266
## league_level.5 1.982619e-03 -1.240750e-03 0.0100198892
## club_position.CAM 2.150701e-02 -1.147393e-02 0.0226238104
## club_position.CB 5.092937e-03 1.641225e-02 0.0561815196
## club_position.CDM 3.996112e-02 1.169300e-02 0.0097588848
## club_position.CF -1.106502e-02 5.533197e-03 0.0038919879
## club_position.CM 2.111550e-02 -1.739540e-02 0.0067723100
## club_position.LAM -9.876978e-03 1.051911e-03 0.0011993653
## club_position.LB -2.160695e-02 -3.411383e-02 -0.0752059253
## club_position.LCB 5.677802e-03 5.159845e-03 0.1070137811
## club_position.LCM 7.523684e-02 9.379413e-03 0.0088974707
## club_position.LDM 4.072864e-02 8.668660e-04 0.0199837598
## club_position.LF -6.070567e-03 -5.518049e-03 0.0043337861
## club_position.LM -4.106693e-04 1.263661e-02 -0.0209243564
## club_position.LS -3.371712e-02 -6.415671e-03 0.0164701973
## club_position.LW -1.431666e-03 -1.340057e-02 0.0007173736
## club_position.LWB -1.509633e-03 -1.382296e-02 -0.0339650594
## club_position.RAM -4.177520e-03 8.472215e-03 0.0004695493
## club_position.RB -5.416770e-02 -5.487116e-02 -0.1025129951
## club_position.RCB -9.277108e-04 1.876282e-02 0.1048890201
## club_position.RCM 6.660151e-02 4.649557e-04 0.0006101726
## club_position.RDM 5.584288e-02 1.239027e-02 0.0017716124
## club_position.RES -1.861002e-02 2.265493e-02 -0.0377062891
## club_position.RF 1.737075e-02 -1.418524e-02 0.0050912408
## club_position.RM -4.673842e-03 1.787117e-03 -0.0056239425
## club_position.RS -3.118177e-02 -5.974412e-03 0.0125538037
## club_position.RW -1.233754e-02 -3.486645e-03 0.0064601973
## club_position.RWB -1.521516e-02 -2.838382e-02 -0.0596397434
## club_position.ST -4.980491e-02 -2.690949e-02 0.0317889037
## club_position.SUB -1.034053e-02 1.674020e-02 -0.0203627032
## club_contract_valid_until.2021 4.584063e-02 2.161923e-02 -0.0066703279
## club_contract_valid_until.2022 1.139331e-02 -7.034494e-03 0.0024880809
## club_contract_valid_until.2023 -8.240293e-03 -2.054998e-02 0.0058756569
## club_contract_valid_until.2024 -2.434672e-02 -7.991632e-03 0.0085859040
## club_contract_valid_until.2025 -1.760396e-02 1.913412e-02 -0.0174082197
## club_contract_valid_until.2026 -8.742050e-03 1.243927e-02 -0.0007340142
## club_contract_valid_until.2027 -3.100715e-02 4.141764e-02 0.0006768446
## club_contract_valid_until.2028 -2.855397e-03 1.129928e-02 -0.0040703289
## club_contract_valid_until.2031 -1.110515e-03 5.791601e-03 -0.0058803387
## preferred_foot.Left -4.251876e-02 -2.119617e-02 -0.0292167019
## preferred_foot.Right 4.251876e-02 2.119617e-02 0.0292167019
## weak_foot.1 -2.075396e-02 3.472016e-03 0.0056604531
## weak_foot.2 5.693625e-03 1.781885e-03 -0.0198934765
## weak_foot.3 8.979912e-03 4.051990e-03 -0.0032535249
## weak_foot.4 -1.869274e-02 -1.188467e-02 0.0239786457
## weak_foot.5 1.009305e-02 1.206160e-02 0.0023726193
## skill_moves.2 8.398407e-02 3.416733e-02 -0.0345909514
## skill_moves.3 -1.497108e-02 -2.531163e-02 -0.0093102767
## skill_moves.4 -1.241131e-01 -9.475601e-03 0.0752270456
## skill_moves.5 -5.546090e-02 -4.125000e-02 0.0469247474
## international_reputation.1 6.522529e-02 -1.390408e-01 0.0136417770
## international_reputation.2 -2.034018e-02 2.794347e-02 -0.0165308385
## international_reputation.3 -4.860173e-02 1.402849e-01 -0.0028427697
## international_reputation.4 -9.747150e-02 1.973158e-01 0.0073442555
## international_reputation.5 -5.232670e-02 9.243468e-02 0.0073890109
## work_rate.High.High 1.502931e-02 7.614722e-03 -0.0321251511
## work_rate.High.Low -2.066635e-02 -1.341745e-02 -0.0077750916
## work_rate.High.Medium -1.436064e-02 -1.963023e-02 -0.0556985473
## work_rate.Low.High 1.730229e-02 2.266397e-03 0.0753871921
## work_rate.Low.Low -1.581650e-03 1.507611e-02 0.0037965418
## work_rate.Low.Medium 1.959424e-02 1.030972e-02 0.0662924372
## work_rate.Medium.High 8.909989e-03 6.366664e-03 0.0337646558
## work_rate.Medium.Low -3.864381e-02 -4.573390e-03 0.0098747763
## work_rate.Medium.Medium 1.179821e-02 1.024146e-02 -0.0072543180
## body_type.Lean..170.. 8.458851e-02 -1.341885e-02 0.0563592762
## body_type.Lean..170.185. 8.035274e-02 -3.433909e-02 0.0139939272
## body_type.Lean..185.. -3.266693e-03 -1.238784e-02 -0.0595324722
## body_type.Normal..170.. 6.303124e-02 -6.511500e-03 0.0960892395
## body_type.Normal..170.185. 7.111023e-05 -3.958256e-02 0.0150149255
## body_type.Normal..185.. -8.031975e-02 1.550413e-02 -0.0614025976
## body_type.Stocky..170.. -4.436267e-04 -9.472306e-04 0.0582482769
## body_type.Stocky..170.185. -6.714458e-02 1.283264e-02 0.0169954075
## body_type.Stocky..185.. -7.105821e-02 3.741780e-02 -0.0371769430
## body_type.Unique -9.722601e-02 3.234945e-01 -0.0437861040
## real_face.No 2.961003e-02 -3.559047e-02 0.0063106629
## real_face.Yes -2.961003e-02 3.559047e-02 -0.0063106629
## pace -3.858795e-02 -4.305366e-02 -0.0508109462
## shooting -1.808570e-01 -7.959021e-02 0.1168120457
## passing 1.761927e-02 -3.155050e-02 -0.0231069267
## dribbling 8.401450e-02 9.837866e-02 0.0983809864
## defending -1.196048e-01 2.447974e-02 0.1057594740
## physic 1.344807e-01 2.271617e-02 -0.0576161215
## attacking_crossing 2.966784e-01 1.342967e-01 0.3734774381
## attacking_finishing -1.738592e-01 -5.028675e-02 0.1643145957
## attacking_heading_accuracy -9.461645e-03 8.816734e-02 0.0380165711
## attacking_short_passing -1.466822e-01 -7.743813e-02 -0.2364336778
## attacking_volleys -5.819315e-02 2.685790e-02 0.0327982449
## skill_dribbling 1.068454e-01 1.032703e-01 0.2473911604
## skill_curve 2.851038e-01 8.040951e-02 0.0556682082
## skill_fk_accuracy 2.498094e-01 6.114695e-02 -0.1640159391
## skill_long_passing -2.091954e-01 -1.769007e-01 -0.2523292775
## skill_ball_control 3.222573e-02 8.554533e-02 0.0304191362
## movement_acceleration -2.099600e-02 -1.546012e-02 -0.0464715074
## movement_sprint_speed -5.122204e-02 -6.320274e-02 -0.0509014494
## movement_agility 6.841119e-02 5.598104e-02 -0.0888425347
## movement_reactions 4.777420e-02 2.585334e-02 -0.1074083779
## movement_balance -1.138691e-02 4.671688e-02 -0.2594493643
## power_shot_power -2.204063e-01 -2.008243e-01 -0.0253554022
## power_jumping -5.484558e-02 -5.342738e-02 0.1752057934
## power_stamina -2.011731e-01 2.383386e-01 -0.0266787681
## power_strength 1.332338e-01 -1.325161e-02 -0.0245141223
## power_long_shots -2.158828e-01 -1.346570e-01 0.1360254855
## mentality_aggression 3.859457e-01 -1.237615e-01 -0.1570445984
## mentality_interceptions -1.130891e-01 1.288130e-02 0.1007867787
## mentality_positioning 1.958679e-02 3.682330e-02 0.2981207711
## mentality_vision -6.719670e-02 -8.596544e-02 0.0203039155
## mentality_penalties 3.336630e-02 2.624045e-01 -0.2524679139
## mentality_composure 9.137216e-02 7.546361e-02 -0.2968572717
## defending_marking_awareness -1.089638e-01 2.330150e-02 0.0737748855
## defending_standing_tackle -1.315250e-01 1.598749e-02 0.1219771746
## defending_sliding_tackle -1.151354e-01 1.742775e-02 0.1269648711
## goalkeeping_diving -7.458331e-04 7.496031e-03 0.0032191890
## goalkeeping_handling -6.963404e-03 9.582339e-03 0.0049195199
## goalkeeping_kicking 3.602300e-03 4.465325e-03 0.0093355431
## goalkeeping_positioning -8.136792e-03 6.157025e-03 -0.0143331553
## goalkeeping_reflexes -5.478478e-03 1.865309e-02 -0.0015789281
## PC88 PC89 PC90
## potential -0.0520489008 0.1015988591 -0.0554675434
## value_eur -0.0260044307 -0.1002323490 0.0349752200
## wage_eur -0.0002447767 -0.0963935471 -0.0303039708
## age -0.0062854011 0.0585873817 -0.0351330888
## height_cm 0.0158968235 0.0241985782 0.0123831430
## weight_kg -0.5755032113 -0.2588421983 0.0640638251
## league_level.1 -0.0163501822 -0.0100189865 0.0020532856
## league_level.2 -0.0108069161 -0.0068531106 0.0119408142
## league_level.3 0.0372238676 0.0259182334 -0.0062323809
## league_level.4 0.0084629167 0.0009599899 -0.0190787892
## league_level.5 0.0034256943 0.0039109326 -0.0022799395
## club_position.CAM 0.0011304263 0.0010420846 -0.0227321622
## club_position.CB 0.0186024216 -0.0262188462 0.0264685197
## club_position.CDM 0.0254859399 -0.0021415683 -0.0241230215
## club_position.CF -0.0128258354 0.0084385994 0.0073482695
## club_position.CM 0.0162835010 0.0020427202 -0.0266789737
## club_position.LAM -0.0014600647 -0.0122930028 -0.0082757351
## club_position.LB -0.0038763003 -0.0091758336 0.0277030152
## club_position.LCB 0.0337967062 -0.0314151854 0.0498872326
## club_position.LCM 0.0295753942 0.0091327093 -0.0478050538
## club_position.LDM 0.0201582092 0.0118374637 -0.0324359517
## club_position.LF -0.0069275752 -0.0065743341 -0.0059821078
## club_position.LM -0.0223634399 -0.0181984648 0.0077867160
## club_position.LS -0.0124928300 0.0002079486 -0.0012081097
## club_position.LW -0.0154766992 -0.0067558967 0.0014756684
## club_position.LWB 0.0034201621 -0.0014263449 0.0034734474
## club_position.RAM -0.0091372039 -0.0181033323 0.0014268033
## club_position.RB -0.0078794279 0.0140164819 0.0361763022
## club_position.RCB 0.0324862425 -0.0233892173 0.0445821061
## club_position.RCM 0.0174749877 0.0045450303 -0.0327415327
## club_position.RDM 0.0158436741 0.0063954290 -0.0184139313
## club_position.RES -0.0296774471 0.0179392688 -0.0164524090
## club_position.RF -0.0062288084 -0.0032645857 0.0068898835
## club_position.RM -0.0114247850 0.0002700091 0.0035153678
## club_position.RS -0.0252932213 0.0006938837 0.0018052377
## club_position.RW -0.0107795568 -0.0098038280 0.0107952482
## club_position.RWB -0.0086526191 0.0048335360 0.0005095439
## club_position.ST -0.0302486112 0.0025508791 -0.0096833243
## club_position.SUB 0.0015965516 0.0137266541 -0.0039762902
## club_contract_valid_until.2021 -0.0010629284 -0.0044202716 -0.0284243352
## club_contract_valid_until.2022 -0.0062208806 0.0009849463 -0.0044825418
## club_contract_valid_until.2023 -0.0080161090 0.0029125853 0.0081180895
## club_contract_valid_until.2024 0.0109406728 -0.0011728018 0.0110728977
## club_contract_valid_until.2025 0.0059064150 -0.0005357127 0.0113548056
## club_contract_valid_until.2026 0.0054236470 -0.0007082090 0.0024724610
## club_contract_valid_until.2027 0.0067962036 0.0138666495 -0.0018306089
## club_contract_valid_until.2028 -0.0096703043 -0.0062804758 0.0012475354
## club_contract_valid_until.2031 0.0067945636 0.0003358322 -0.0047611964
## preferred_foot.Left -0.0054602533 -0.0002365105 0.0165661439
## preferred_foot.Right 0.0054602533 0.0002365105 -0.0165661439
## weak_foot.1 0.0078614421 -0.0005560552 -0.0019579211
## weak_foot.2 -0.0021047568 -0.0050412022 -0.0002319582
## weak_foot.3 0.0003724091 0.0101874788 -0.0049233342
## weak_foot.4 0.0020205224 -0.0064723887 0.0001176986
## weak_foot.5 -0.0037152691 -0.0042438219 0.0197574268
## skill_moves.2 -0.0688427171 0.0356913012 0.0184513706
## skill_moves.3 0.0313991159 -0.0194751059 -0.0088957219
## skill_moves.4 0.0728437339 -0.0300513590 -0.0192857403
## skill_moves.5 0.0117451199 -0.0131156862 -0.0001643619
## international_reputation.1 -0.0234081324 -0.0267974227 0.0033558600
## international_reputation.2 0.0055150303 -0.0013144216 0.0010774164
## international_reputation.3 0.0220616418 0.0357037656 -0.0054783754
## international_reputation.4 0.0348099096 0.0442250060 -0.0090530394
## international_reputation.5 0.0111766766 0.0242787778 0.0027552200
## work_rate.High.High -0.0192464364 0.0149692965 -0.0309818290
## work_rate.High.Low -0.0064972118 -0.0246297366 0.0030355802
## work_rate.High.Medium -0.0118580931 -0.0012147031 -0.0033029316
## work_rate.Low.High 0.0173929809 -0.0031235996 0.0257002255
## work_rate.Low.Low -0.0072738343 0.0086282146 0.0024860527
## work_rate.Low.Medium 0.0197282974 -0.0167689106 0.0282984081
## work_rate.Medium.High 0.0005584917 0.0153223665 0.0006262577
## work_rate.Medium.Low 0.0051514033 -0.0315807399 0.0032511941
## work_rate.Medium.Medium 0.0080989005 0.0132032878 -0.0029266283
## body_type.Lean..170.. -0.1485775123 -0.0065091593 0.0241047490
## body_type.Lean..170.185. -0.1356484145 -0.0188679797 0.0007563715
## body_type.Lean..185.. 0.0362263075 -0.0610463705 -0.0102944855
## body_type.Normal..170.. -0.1235718437 0.0187746465 0.0270091320
## body_type.Normal..170.185. -0.0100506159 0.0405304721 0.0060654616
## body_type.Normal..185.. 0.1924980861 -0.0302316834 -0.0272980741
## body_type.Stocky..170.. -0.0080032664 0.0154815264 0.0118427425
## body_type.Stocky..170.185. 0.0816237281 0.0485258188 0.0120989171
## body_type.Stocky..185.. 0.1076899158 0.0051247137 -0.0131223509
## body_type.Unique 0.0087169157 0.0502708586 -0.0072350325
## real_face.No -0.0004006864 0.0054668231 -0.0044174814
## real_face.Yes 0.0004006864 -0.0054668231 0.0044174814
## pace 0.0564384238 0.0521581894 0.0521513914
## shooting -0.0428593403 -0.0166032154 0.0228167934
## passing 0.1083262090 -0.0375545100 -0.0203046685
## dribbling -0.0701881949 -0.0698803458 -0.0009093577
## defending -0.0639482161 -0.0436480897 0.0285647760
## physic -0.0025954255 -0.0488946865 0.0061326895
## attacking_crossing 0.1864933957 -0.1456096757 -0.2264799483
## attacking_finishing -0.0226858903 -0.0454912980 0.1258192022
## attacking_heading_accuracy 0.2413020046 -0.1564027192 -0.4910489680
## attacking_short_passing 0.0705864758 -0.0951286461 -0.0521731321
## attacking_volleys -0.0505743400 0.0149636566 -0.0712685869
## skill_dribbling -0.0059463718 -0.0904915591 0.0593155252
## skill_curve -0.0553650596 0.2140913761 -0.1602810772
## skill_fk_accuracy -0.0096082173 0.1837100244 -0.0063660221
## skill_long_passing 0.1204434307 -0.0972433782 -0.0213731981
## skill_ball_control -0.0313611723 -0.0466606389 -0.0477799250
## movement_acceleration 0.0109185653 0.0212064839 0.0520858305
## movement_sprint_speed 0.0904892624 0.0733404971 0.0487781521
## movement_agility -0.2277303998 -0.1095247109 -0.1180988696
## movement_reactions -0.0758012751 0.3088336986 0.0989369632
## movement_balance -0.2159604896 -0.4139566672 -0.2024124746
## power_shot_power -0.0923424380 0.0485757849 -0.3260685510
## power_jumping -0.0111553340 0.0939344034 0.1766800880
## power_stamina 0.0681816903 0.0317506760 -0.1203110313
## power_strength -0.1790086543 -0.0663494756 -0.0163243030
## power_long_shots -0.0941195265 0.0754694822 -0.0404823558
## mentality_aggression 0.3348684304 -0.0728654929 0.1427996923
## mentality_interceptions -0.0701629797 -0.0022854275 0.0975714669
## mentality_positioning 0.0811820654 0.0196710712 0.2458377238
## mentality_vision 0.0748985614 0.0841129064 0.2965032804
## mentality_penalties 0.1280421816 -0.4704622644 0.4454894335
## mentality_composure -0.2188469115 0.3880648939 0.0664684386
## defending_marking_awareness -0.1123826307 -0.0059525901 0.0416280571
## defending_standing_tackle -0.0675086928 -0.0621265898 0.0684548744
## defending_sliding_tackle -0.0499631878 -0.0761007220 0.0429229634
## goalkeeping_diving -0.0069029948 0.0001685261 0.0063398225
## goalkeeping_handling -0.0087931941 -0.0130207782 -0.0045261435
## goalkeeping_kicking 0.0036540591 -0.0059946112 -0.0080253092
## goalkeeping_positioning -0.0060976714 0.0073628744 -0.0043051882
## goalkeeping_reflexes 0.0023505392 -0.0009273986 -0.0053489476
## PC91 PC92 PC93
## potential 2.382412e-02 7.995202e-02 7.208058e-02
## value_eur 5.892178e-03 -9.415783e-02 -1.073164e-02
## wage_eur -1.102755e-01 -3.244775e-03 3.675614e-02
## age -1.360383e-01 9.549479e-02 6.435346e-02
## height_cm 2.648019e-02 2.358901e-02 -5.030781e-03
## weight_kg 2.364786e-01 3.949027e-01 4.862196e-02
## league_level.1 -1.267668e-03 8.893493e-04 -7.758339e-03
## league_level.2 9.263581e-03 -1.741716e-02 -1.069771e-02
## league_level.3 -8.321058e-03 -5.043843e-03 1.357887e-02
## league_level.4 -2.008558e-03 3.688719e-02 1.997136e-02
## league_level.5 -6.774317e-03 7.790999e-03 3.749900e-03
## club_position.CAM -1.361326e-02 -3.520032e-03 2.301649e-02
## club_position.CB 1.655171e-02 -1.550033e-03 3.892584e-03
## club_position.CDM 1.634500e-02 3.558622e-03 1.454402e-04
## club_position.CF 2.026990e-03 1.428573e-05 6.359204e-03
## club_position.CM 4.084088e-03 5.422678e-03 3.994808e-03
## club_position.LAM -1.991715e-03 -5.398893e-03 5.506924e-03
## club_position.LB 2.845524e-03 6.972060e-03 -1.506191e-02
## club_position.LCB 2.650251e-02 -2.010198e-03 -8.940691e-03
## club_position.LCM -1.259924e-03 3.327559e-04 1.764414e-02
## club_position.LDM 1.293478e-02 9.214256e-03 1.013223e-02
## club_position.LF -4.937192e-03 -1.032529e-02 -6.629568e-04
## club_position.LM -1.119667e-02 -4.869401e-03 -8.463224e-03
## club_position.LS -1.313804e-02 -3.678222e-03 1.169221e-02
## club_position.LW -1.001345e-02 -9.331322e-03 -8.439757e-03
## club_position.LWB 4.749995e-03 5.044201e-03 -4.613254e-03
## club_position.RAM 3.044488e-03 -9.444315e-03 1.412861e-03
## club_position.RB 1.289246e-02 1.525942e-02 -4.240711e-02
## club_position.RCB 3.744496e-02 7.011626e-04 -8.987457e-03
## club_position.RCM -1.772569e-03 4.505956e-04 2.521287e-02
## club_position.RDM 5.929747e-03 5.328568e-03 1.318793e-02
## club_position.RES -1.372510e-02 -5.777223e-03 -4.263141e-03
## club_position.RF -5.230956e-03 -5.027090e-03 1.230710e-02
## club_position.RM -8.529753e-03 -5.710848e-03 -1.149911e-02
## club_position.RS -1.558531e-02 -6.690044e-03 7.566220e-03
## club_position.RW -1.135111e-02 -9.036732e-03 -9.168242e-03
## club_position.RWB -3.405664e-03 8.570004e-03 -9.342401e-03
## club_position.ST -2.048145e-02 -6.190999e-03 2.583608e-02
## club_position.SUB -3.790134e-03 4.841134e-03 6.304771e-04
## club_contract_valid_until.2021 1.275247e-02 -7.529407e-03 2.409943e-02
## club_contract_valid_until.2022 2.984265e-03 7.204622e-03 -2.510608e-03
## club_contract_valid_until.2023 -2.578711e-03 5.430980e-03 -6.692674e-03
## club_contract_valid_until.2024 -1.091365e-02 -4.061699e-03 -2.496213e-03
## club_contract_valid_until.2025 -4.639050e-03 -6.430414e-03 -1.210122e-03
## club_contract_valid_until.2026 6.273697e-03 -1.484962e-03 -1.256640e-02
## club_contract_valid_until.2027 8.169050e-03 4.616820e-03 -6.753500e-03
## club_contract_valid_until.2028 -6.714244e-03 3.586629e-04 -5.167125e-03
## club_contract_valid_until.2031 -1.154690e-02 -5.708025e-03 -3.142061e-03
## preferred_foot.Left 1.078106e-02 5.649726e-04 -9.465370e-03
## preferred_foot.Right -1.078106e-02 -5.649726e-04 9.465370e-03
## weak_foot.1 -1.875553e-03 -2.743852e-03 8.909353e-04
## weak_foot.2 -6.944040e-03 -5.558608e-03 -9.841357e-03
## weak_foot.3 6.710601e-03 1.819074e-03 4.512084e-03
## weak_foot.4 -3.182881e-04 4.170642e-03 4.824553e-03
## weak_foot.5 -2.434635e-03 -7.597060e-04 -1.039186e-03
## skill_moves.2 -1.588487e-02 -1.189912e-02 8.587480e-04
## skill_moves.3 9.298492e-04 3.228858e-03 5.436544e-05
## skill_moves.4 2.480902e-02 1.585122e-02 4.959974e-05
## skill_moves.5 2.059305e-02 6.169377e-03 -8.092703e-03
## international_reputation.1 4.738471e-03 2.632427e-03 1.983333e-02
## international_reputation.2 -6.108337e-03 -6.912933e-03 -1.101028e-02
## international_reputation.3 -1.705918e-03 6.358480e-03 -1.565496e-02
## international_reputation.4 6.773267e-03 5.601251e-03 -1.395631e-02
## international_reputation.5 -8.390934e-04 -1.037610e-02 1.133211e-03
## work_rate.High.High -2.939691e-02 4.933605e-03 -1.190936e-02
## work_rate.High.Low 1.351779e-02 -6.640860e-03 1.267108e-02
## work_rate.High.Medium -1.066713e-02 2.343307e-03 1.836606e-03
## work_rate.Low.High 7.488105e-03 -4.261103e-03 -1.517850e-02
## work_rate.Low.Low -1.270738e-02 6.033675e-03 5.848361e-03
## work_rate.Low.Medium 8.221402e-03 4.179646e-04 -1.831762e-02
## work_rate.Medium.High 1.466760e-02 1.352884e-04 -9.060283e-03
## work_rate.Medium.Low -5.126558e-04 4.888845e-04 1.242869e-02
## work_rate.Medium.Medium 4.684231e-03 -1.211836e-03 9.845756e-03
## body_type.Lean..170.. 1.484030e-02 5.042451e-04 -6.916782e-03
## body_type.Lean..170.185. 1.854562e-02 1.299109e-02 1.711223e-02
## body_type.Lean..185.. -3.149504e-03 -9.859162e-04 1.742733e-02
## body_type.Normal..170.. 1.978981e-02 1.785143e-02 -7.714679e-03
## body_type.Normal..170.185. 1.131614e-03 -5.754218e-03 -3.438630e-03
## body_type.Normal..185.. -2.880860e-02 -2.606033e-02 -8.397212e-03
## body_type.Stocky..170.. 2.203456e-03 9.548693e-03 -5.317288e-03
## body_type.Stocky..170.185. -1.378515e-02 1.055868e-02 -1.657500e-02
## body_type.Stocky..185.. -2.084106e-02 -1.884292e-02 -1.686442e-02
## body_type.Unique 2.223052e-02 4.244999e-02 8.012107e-03
## real_face.No 2.121979e-03 3.765255e-03 1.261702e-02
## real_face.Yes -2.121979e-03 -3.765255e-03 -1.261702e-02
## pace 1.585317e-02 4.124343e-03 1.569953e-02
## shooting 9.056191e-03 3.408329e-03 -1.501304e-03
## passing 1.320347e-01 6.225081e-03 5.484017e-03
## dribbling -2.732580e-01 -8.690114e-03 -1.141574e-02
## defending -1.555062e-02 -5.884877e-02 -4.231061e-02
## physic -5.593020e-02 -1.693167e-01 -3.500991e-02
## attacking_crossing 2.288198e-01 -1.454769e-02 3.348216e-01
## attacking_finishing 6.777600e-02 -2.865358e-02 -1.064658e-01
## attacking_heading_accuracy 1.506779e-01 -6.437918e-02 -3.809012e-01
## attacking_short_passing -2.156054e-02 1.300802e-01 -4.259235e-03
## attacking_volleys 2.982764e-01 -4.691175e-02 8.827468e-02
## skill_dribbling -3.357802e-01 -2.719031e-02 2.507953e-02
## skill_curve 6.334083e-02 -9.724487e-02 2.021464e-02
## skill_fk_accuracy -2.374480e-01 1.600186e-01 -3.706651e-01
## skill_long_passing 1.127440e-01 1.850285e-02 -1.842606e-02
## skill_ball_control -3.695857e-01 5.352096e-02 3.892558e-02
## movement_acceleration 1.270748e-03 3.830569e-02 -1.927142e-02
## movement_sprint_speed 2.662055e-02 -2.483078e-02 4.474084e-02
## movement_agility -4.385726e-02 -1.985346e-02 -3.892757e-01
## movement_reactions 1.151232e-01 4.276068e-01 -8.599073e-02
## movement_balance 2.359835e-01 -6.590893e-02 1.808702e-02
## power_shot_power -1.721552e-01 3.734384e-02 3.464932e-01
## power_jumping -4.618197e-02 7.395562e-02 1.462706e-01
## power_stamina -2.624713e-03 1.302990e-01 1.140174e-01
## power_strength -1.195498e-01 -4.371860e-01 -1.576032e-01
## power_long_shots -6.833985e-02 8.639755e-02 -5.727935e-02
## mentality_aggression 9.056623e-02 2.580463e-01 9.000665e-02
## mentality_interceptions -7.195041e-03 -1.217900e-02 -6.570136e-02
## mentality_positioning 2.389990e-01 -3.587668e-02 -2.112163e-01
## mentality_vision 2.766817e-01 -1.603825e-01 -2.183467e-01
## mentality_penalties -1.301665e-01 -8.472436e-02 1.698128e-01
## mentality_composure 1.691341e-01 -4.359229e-01 2.774304e-01
## defending_marking_awareness -3.130422e-02 -7.161787e-02 1.079198e-02
## defending_standing_tackle -3.265652e-02 -6.262092e-02 -1.375739e-02
## defending_sliding_tackle -2.978220e-02 -6.084848e-02 1.287233e-02
## goalkeeping_diving 4.814498e-03 1.261390e-03 1.305754e-03
## goalkeeping_handling -4.398756e-03 -4.064022e-03 -5.412393e-03
## goalkeeping_kicking 6.275747e-03 -1.629701e-04 1.562264e-03
## goalkeeping_positioning -2.344694e-05 6.021614e-03 2.200292e-03
## goalkeeping_reflexes -5.011515e-04 -3.929241e-03 2.315724e-03
## PC94 PC95 PC96
## potential -0.1782410351 1.247443e-01 -0.0782509832
## value_eur 0.0360964584 4.000396e-02 0.0269142438
## wage_eur 0.1040609118 -1.862092e-02 -0.0279756921
## age -0.0791888612 2.858290e-02 0.0239523026
## height_cm 0.1088214138 4.022747e-03 -0.0141439399
## weight_kg 0.1875251285 -1.730385e-01 -0.0607444975
## league_level.1 0.0011785778 -5.848921e-03 -0.0060439703
## league_level.2 0.0155792157 9.922998e-03 0.0059683107
## league_level.3 -0.0098218941 -9.754332e-03 -0.0063561087
## league_level.4 -0.0196579349 6.779993e-03 0.0115513542
## league_level.5 0.0001256664 6.223179e-03 0.0005175959
## club_position.CAM 0.0062966942 -2.137608e-03 -0.0050891521
## club_position.CB -0.0011808799 -7.836248e-03 0.0060379996
## club_position.CDM -0.0107306816 5.484792e-03 0.0091941430
## club_position.CF 0.0010779354 -3.457515e-04 -0.0005869715
## club_position.CM 0.0021082167 -2.699561e-03 0.0025030413
## club_position.LAM 0.0023574837 4.334785e-03 0.0019984728
## club_position.LB 0.0021345957 4.065153e-03 0.0120963493
## club_position.LCB -0.0053498054 -9.716185e-03 0.0194844715
## club_position.LCM -0.0077578588 3.135115e-03 -0.0096312807
## club_position.LDM -0.0058991296 -7.079267e-03 -0.0020209554
## club_position.LF 0.0095696498 -5.313859e-03 -0.0020541866
## club_position.LM 0.0159950421 -3.939689e-03 0.0057326949
## club_position.LS 0.0109134814 -7.501550e-04 -0.0156738653
## club_position.LW 0.0061920220 -7.925425e-07 0.0046262128
## club_position.LWB 0.0036693728 9.037745e-04 0.0002174361
## club_position.RAM 0.0079633491 8.867540e-05 -0.0001177278
## club_position.RB 0.0142170217 -1.324673e-03 0.0086352972
## club_position.RCB -0.0052822140 -1.248925e-02 0.0062800504
## club_position.RCM -0.0067825809 1.249610e-02 -0.0085643215
## club_position.RDM -0.0002213363 6.775635e-04 0.0007302171
## club_position.RES -0.0183876053 -6.157183e-04 0.0040159036
## club_position.RF 0.0065875170 1.111525e-03 0.0029052889
## club_position.RM 0.0212019704 -1.000904e-02 0.0049251018
## club_position.RS 0.0105950147 3.877584e-03 -0.0181938267
## club_position.RW 0.0063162172 1.477551e-03 0.0063717138
## club_position.RWB 0.0144567837 3.996611e-03 0.0079980651
## club_position.ST 0.0019500274 7.041554e-03 -0.0366846932
## club_position.SUB -0.0059856929 6.416340e-03 -0.0036202133
## club_contract_valid_until.2021 0.0028542775 1.164446e-02 0.0012857865
## club_contract_valid_until.2022 0.0037216932 -1.063334e-03 0.0055088805
## club_contract_valid_until.2023 -0.0021938047 3.041954e-03 -0.0007101458
## club_contract_valid_until.2024 -0.0067559374 -8.219147e-03 -0.0033477704
## club_contract_valid_until.2025 0.0045880402 -9.605516e-04 -0.0082469207
## club_contract_valid_until.2026 -0.0017567320 -5.099408e-03 0.0042346732
## club_contract_valid_until.2027 -0.0052341157 -9.667968e-03 0.0024896563
## club_contract_valid_until.2028 0.0008730210 -1.036430e-03 0.0010955540
## club_contract_valid_until.2031 0.0017263198 -9.687818e-04 0.0042800776
## preferred_foot.Left 0.0104054689 3.014778e-03 0.0067585420
## preferred_foot.Right -0.0104054689 -3.014778e-03 -0.0067585420
## weak_foot.1 -0.0047706946 1.897150e-03 0.0047435158
## weak_foot.2 0.0043416616 -5.118960e-03 -0.0045221558
## weak_foot.3 -0.0005314701 7.730240e-03 0.0065647502
## weak_foot.4 -0.0031522593 -4.421498e-03 -0.0053934513
## weak_foot.5 -0.0004706556 -1.525170e-03 0.0027764598
## skill_moves.2 0.0001468496 2.123164e-02 0.0153121467
## skill_moves.3 -0.0026593580 -4.407357e-03 -0.0088606160
## skill_moves.4 0.0058150658 -2.980770e-02 -0.0116508293
## skill_moves.5 -0.0044682992 -1.567985e-02 -0.0068333565
## international_reputation.1 0.0167948388 4.376937e-03 0.0073793848
## international_reputation.2 -0.0044629958 4.132773e-03 0.0003620940
## international_reputation.3 -0.0177663781 -8.123837e-03 -0.0177351299
## international_reputation.4 -0.0180446936 -1.882321e-02 0.0004850939
## international_reputation.5 -0.0099384688 -2.093861e-03 0.0064668045
## work_rate.High.High -0.0190157045 3.106734e-03 -0.0052760615
## work_rate.High.Low 0.0077195809 3.276225e-03 0.0057473850
## work_rate.High.Medium -0.0029104438 1.355966e-02 0.0009383220
## work_rate.Low.High 0.0009130971 -1.541895e-02 0.0102878672
## work_rate.Low.Low 0.0047810242 6.723395e-03 -0.0018242296
## work_rate.Low.Medium 0.0102020070 -1.570760e-02 0.0056320545
## work_rate.Medium.High -0.0062133083 -1.470081e-02 0.0059807965
## work_rate.Medium.Low 0.0080626564 4.936032e-03 -0.0053291652
## work_rate.Medium.Medium 0.0049164257 2.631056e-03 -0.0071418184
## body_type.Lean..170.. 0.0427175968 -7.720039e-03 -0.0053977959
## body_type.Lean..170.185. -0.0009864504 -1.892293e-02 0.0013904871
## body_type.Lean..185.. -0.0845738516 -2.664618e-02 0.0053262844
## body_type.Normal..170.. 0.0679596674 1.319346e-02 -0.0120829903
## body_type.Normal..170.185. 0.0575423755 1.394333e-02 -0.0101365876
## body_type.Normal..185.. -0.0903712784 1.707909e-03 0.0252463089
## body_type.Stocky..170.. 0.0367813717 5.876047e-03 -0.0055775118
## body_type.Stocky..170.185. 0.0645407895 1.635749e-02 -0.0149383154
## body_type.Stocky..185.. -0.0132473016 2.289979e-02 0.0006223681
## body_type.Unique -0.0213851349 8.585001e-03 -0.0063684128
## real_face.No -0.0069904305 4.506862e-03 -0.0001834560
## real_face.Yes 0.0069904305 -4.506862e-03 0.0001834560
## pace -0.0148072389 -6.827040e-02 0.0434943371
## shooting -0.0537589910 1.521177e-02 -0.0444853998
## passing -0.0470146424 2.810157e-02 -0.0414194012
## dribbling 0.0873283595 -6.820941e-02 0.0773231270
## defending 0.0249850631 -1.427705e-04 0.0164806416
## physic -0.1461757680 6.013681e-02 0.0604776296
## attacking_crossing -0.2413663111 1.731506e-01 -0.2863715350
## attacking_finishing -0.0514030264 1.905135e-02 0.0273620571
## attacking_heading_accuracy 0.2140214249 -2.105660e-01 -0.0907485392
## attacking_short_passing -0.0267396631 9.386425e-02 0.1397000674
## attacking_volleys 0.1835727608 3.985083e-01 0.5854027796
## skill_dribbling 0.1179896286 -1.654701e-01 0.1180096225
## skill_curve 0.1739560306 -5.193795e-02 0.3191311239
## skill_fk_accuracy -0.0825870504 -2.112400e-01 -0.0451769631
## skill_long_passing 0.0634198375 9.277845e-02 0.0268027685
## skill_ball_control 0.0595084207 -6.708062e-02 0.1967118771
## movement_acceleration -0.0011476948 1.910094e-02 0.0385717110
## movement_sprint_speed -0.0242539343 -1.366853e-01 0.0438542339
## movement_agility 0.2311279748 5.485332e-01 -0.3607015342
## movement_reactions -0.3901911066 1.335122e-01 0.0380530390
## movement_balance -0.3189253370 -3.667255e-01 0.1617695547
## power_shot_power -0.0645737115 -4.709700e-02 -0.2287411812
## power_jumping 0.0113139902 4.812332e-03 0.0091510675
## power_stamina 0.2331544994 -7.761717e-02 -0.0143228946
## power_strength -0.4005630027 1.371054e-01 0.1060820756
## power_long_shots -0.1030685750 -1.701752e-02 -0.1753114115
## mentality_aggression 0.1640640595 -2.049253e-02 -0.0153555033
## mentality_interceptions -0.0281132050 3.030451e-02 0.0156473793
## mentality_positioning -0.0751887846 -1.571151e-01 -0.0174095382
## mentality_vision 0.0374749649 -1.832260e-01 -0.1333369557
## mentality_penalties 0.0514445862 1.120379e-01 -0.1370853636
## mentality_composure 0.2316383524 -1.632004e-01 -0.2465285169
## defending_marking_awareness 0.0051515617 3.743500e-02 0.0140102975
## defending_standing_tackle 0.0267753680 -5.621490e-03 0.0359363882
## defending_sliding_tackle 0.0432235458 -2.098266e-02 0.0188685794
## goalkeeping_diving 0.0044258895 -1.053867e-02 0.0059040257
## goalkeeping_handling -0.0014324292 -1.014725e-02 0.0045788535
## goalkeeping_kicking -0.0072775584 -4.331481e-03 0.0009431738
## goalkeeping_positioning 0.0097994265 3.857658e-03 -0.0008971890
## goalkeeping_reflexes 0.0046100025 2.659202e-03 -0.0043262075
## PC97 PC98 PC99
## potential -3.560012e-02 2.436764e-01 0.1082153771
## value_eur -7.687915e-02 -6.129672e-01 0.0578582922
## wage_eur 5.899976e-02 6.822719e-01 -0.0640677425
## age -2.188876e-02 1.120307e-01 0.1168076271
## height_cm 6.263330e-03 -5.635971e-02 -0.0166861407
## weight_kg -2.289928e-02 7.150038e-03 0.0091268908
## league_level.1 3.648868e-03 -1.080237e-02 -0.0058930001
## league_level.2 -6.851676e-03 -3.077418e-03 0.0017031213
## league_level.3 2.507835e-03 1.820498e-02 0.0062737499
## league_level.4 7.009581e-04 5.602631e-03 0.0029270869
## league_level.5 1.754601e-03 6.109311e-03 -0.0029981737
## club_position.CAM 1.342727e-02 1.787297e-02 0.0061887354
## club_position.CB 1.761748e-04 -2.113910e-03 -0.0112114798
## club_position.CDM -2.755270e-03 -2.561345e-03 0.0002428582
## club_position.CF -3.693572e-03 -2.483697e-02 0.0060436283
## club_position.CM 3.492791e-03 3.517008e-03 0.0029996726
## club_position.LAM 5.981877e-03 5.339899e-03 0.0008419235
## club_position.LB -9.749530e-03 6.854110e-03 -0.0005814529
## club_position.LCB 5.143768e-03 2.814432e-03 -0.0134429765
## club_position.LCM -5.653954e-04 7.891183e-03 0.0067037237
## club_position.LDM 4.074681e-03 1.034561e-02 0.0130360814
## club_position.LF 1.997670e-03 3.860415e-03 0.0016375717
## club_position.LM 7.528371e-03 1.088761e-02 -0.0028102635
## club_position.LS 4.380412e-03 3.933653e-03 -0.0041674047
## club_position.LW 6.922750e-03 2.626230e-03 0.0047818898
## club_position.LWB 3.265307e-03 1.221599e-04 -0.0020485974
## club_position.RAM -3.541280e-04 6.238606e-03 -0.0033932895
## club_position.RB -9.875751e-03 2.597796e-03 -0.0141985091
## club_position.RCB 4.449402e-03 1.092186e-02 -0.0100346145
## club_position.RCM 5.802717e-03 1.026192e-02 0.0043294905
## club_position.RDM 1.912969e-03 1.231107e-02 0.0100592777
## club_position.RES -1.436470e-02 -2.736775e-02 0.0065336987
## club_position.RF -1.867030e-03 2.687846e-03 0.0020948552
## club_position.RM 1.218097e-02 7.352177e-03 -0.0020242438
## club_position.RS 8.448844e-03 4.725743e-03 -0.0059310895
## club_position.RW 8.895911e-04 -1.177994e-03 -0.0000992398
## club_position.RWB -4.647317e-03 -6.984241e-03 0.0012221772
## club_position.ST 4.720687e-03 1.195917e-02 -0.0072615283
## club_position.SUB -5.312779e-03 -1.530724e-02 0.0059277916
## club_contract_valid_until.2021 -6.744562e-03 3.224896e-02 -0.0095336643
## club_contract_valid_until.2022 -1.620596e-03 -2.298257e-03 -0.0009943042
## club_contract_valid_until.2023 -2.401859e-03 -1.393008e-02 0.0022485131
## club_contract_valid_until.2024 4.621856e-03 -1.193589e-02 0.0076198539
## club_contract_valid_until.2025 6.658327e-03 -1.722307e-03 0.0019930774
## club_contract_valid_until.2026 9.525756e-04 7.518635e-03 -0.0057069619
## club_contract_valid_until.2027 6.668814e-03 2.417179e-02 0.0006132135
## club_contract_valid_until.2028 3.041183e-06 1.196082e-02 -0.0027993103
## club_contract_valid_until.2031 4.311623e-03 -1.498225e-03 -0.0045384117
## preferred_foot.Left 8.475617e-04 2.806351e-03 -0.0041425982
## preferred_foot.Right -8.475617e-04 -2.806351e-03 0.0041425982
## weak_foot.1 1.286660e-03 -6.155783e-03 -0.0018429590
## weak_foot.2 -7.560242e-03 6.400172e-04 0.0047435507
## weak_foot.3 -1.604576e-04 1.934077e-04 -0.0013141057
## weak_foot.4 6.619277e-03 -5.924276e-04 -0.0031839459
## weak_foot.5 4.327281e-03 1.324954e-03 0.0002444698
## skill_moves.2 -3.725084e-03 1.073081e-02 -0.0064891881
## skill_moves.3 -2.504435e-03 -1.114826e-02 0.0020213758
## skill_moves.4 1.169887e-02 -3.687396e-03 0.0079669003
## skill_moves.5 1.869849e-03 1.700280e-02 0.0041513258
## international_reputation.1 -3.455510e-03 2.306614e-02 -0.0067074725
## international_reputation.2 -2.588359e-03 2.683643e-03 0.0061986091
## international_reputation.3 8.793843e-03 -1.878231e-02 0.0013729187
## international_reputation.4 4.529032e-03 -6.102808e-02 0.0032018409
## international_reputation.5 8.678656e-03 -4.807326e-02 -0.0004582784
## work_rate.High.High 7.097770e-03 -4.033199e-03 -0.0051673096
## work_rate.High.Low 7.242881e-03 2.058194e-03 -0.0109465069
## work_rate.High.Medium 2.438386e-03 2.601317e-03 -0.0131873387
## work_rate.Low.High -1.223901e-02 -7.464657e-03 0.0036527748
## work_rate.Low.Low -5.688904e-03 1.046591e-03 0.0070082511
## work_rate.Low.Medium -8.502913e-03 -3.540215e-03 0.0013965952
## work_rate.Medium.High 1.803648e-03 -4.567124e-03 0.0124076849
## work_rate.Medium.Low 3.811339e-03 2.371842e-03 -0.0024959576
## work_rate.Medium.Medium -3.946170e-03 4.354758e-03 0.0088384239
## body_type.Lean..170.. 4.622897e-03 -1.721090e-02 -0.0079346563
## body_type.Lean..170.185. 3.391852e-03 -3.899866e-03 -0.0075835593
## body_type.Lean..185.. -1.468302e-02 1.288391e-02 0.0158617584
## body_type.Normal..170.. 8.962405e-03 -1.393335e-02 -0.0103458695
## body_type.Normal..170.185. 4.904777e-03 -5.688627e-03 -0.0092550174
## body_type.Normal..185.. -1.044210e-02 1.956895e-02 0.0145793818
## body_type.Stocky..170.. 1.685670e-03 -5.806364e-03 -0.0011935183
## body_type.Stocky..170.185. 7.895855e-03 -9.779693e-03 -0.0006983860
## body_type.Stocky..185.. -2.691336e-03 -1.719940e-03 0.0089339575
## body_type.Unique 7.481109e-03 1.453145e-02 0.0009191650
## real_face.No 1.198369e-02 3.184546e-02 -0.0052692440
## real_face.Yes -1.198369e-02 -3.184546e-02 0.0052692440
## pace -1.013614e-02 4.905450e-03 0.0063821011
## shooting -7.507245e-02 2.201750e-02 0.1592782739
## passing 1.240062e-02 4.283252e-03 -0.0401548266
## dribbling -1.185145e-02 -5.630017e-02 -0.0833198545
## defending 6.462606e-03 9.054543e-04 -0.0065549477
## physic -1.848102e-03 1.790516e-02 -0.0018949077
## attacking_crossing -1.738450e-01 -3.035423e-02 -0.0505551165
## attacking_finishing -1.958970e-01 7.429629e-02 0.3540030912
## attacking_heading_accuracy 4.109048e-02 -5.894612e-02 -0.0341884380
## attacking_short_passing -6.681346e-02 -1.010793e-02 0.1452574967
## attacking_volleys -2.695131e-01 5.246599e-02 -0.3574829398
## skill_dribbling 1.674359e-02 -7.769482e-02 -0.1192175807
## skill_curve 5.793950e-01 -8.366662e-03 0.3834068484
## skill_fk_accuracy -3.977625e-01 7.226609e-03 -0.1477063624
## skill_long_passing 4.524660e-04 1.970670e-03 0.1956607452
## skill_ball_control -8.836648e-02 -2.253454e-02 -0.0548228992
## movement_acceleration 5.276488e-03 -3.116769e-02 0.0653992552
## movement_sprint_speed -2.209091e-02 3.409787e-02 -0.0438486483
## movement_agility 7.704882e-02 4.011336e-03 0.0005012160
## movement_reactions 2.436225e-01 -1.403800e-01 -0.1280681295
## movement_balance -1.862375e-02 1.956084e-02 -0.0061366939
## power_shot_power 2.513229e-01 -9.157821e-02 -0.2827213755
## power_jumping -2.696192e-02 -4.617217e-03 -0.0084694714
## power_stamina -2.770727e-02 1.692289e-03 -0.0108866122
## power_strength 4.194490e-02 3.276454e-02 -0.0244367439
## power_long_shots -6.827889e-02 -1.276842e-02 0.1691534905
## mentality_aggression -7.106732e-02 -1.185598e-02 0.0557440394
## mentality_interceptions 1.534208e-02 -8.310988e-03 -0.0168248305
## mentality_positioning -1.009369e-02 6.481672e-02 0.1755375558
## mentality_vision 2.699972e-01 6.284879e-02 -0.5009417203
## mentality_penalties 1.967946e-01 -4.536856e-02 0.0016711477
## mentality_composure -2.647727e-01 -2.206795e-02 0.0943216144
## defending_marking_awareness 5.349869e-02 -2.072401e-03 -0.0250571527
## defending_standing_tackle -4.172647e-02 2.059040e-02 0.0217076784
## defending_sliding_tackle -2.463436e-02 4.650455e-03 0.0043632502
## goalkeeping_diving 8.306367e-04 -9.493530e-04 -0.0017897374
## goalkeeping_handling 6.315038e-03 -1.646127e-03 -0.0015953378
## goalkeeping_kicking 2.478379e-03 -6.739567e-05 -0.0016107454
## goalkeeping_positioning 6.105670e-03 -3.995211e-03 0.0012460630
## goalkeeping_reflexes 5.362535e-04 4.908951e-03 0.0004147432
## PC100 PC101 PC102
## potential -4.295171e-01 0.0722349135 2.666164e-01
## value_eur -1.999678e-01 0.0409050728 8.487535e-02
## wage_eur 1.982412e-01 -0.0266761370 -8.443155e-02
## age -4.683443e-01 0.0594502299 2.456531e-01
## height_cm 7.810141e-02 -0.0658026167 -3.623354e-01
## weight_kg -5.268394e-02 0.0191323842 1.031859e-01
## league_level.1 4.047074e-03 -0.0060383759 -4.657157e-03
## league_level.2 8.625370e-03 -0.0065737876 -1.352266e-05
## league_level.3 -4.895038e-03 0.0087445996 8.628609e-03
## league_level.4 -1.801941e-02 0.0149704620 -7.732279e-04
## league_level.5 -7.837990e-03 0.0014575800 6.987708e-04
## club_position.CAM 2.659245e-03 0.0035030530 1.632048e-03
## club_position.CB 1.019091e-02 0.0090009695 -1.286705e-02
## club_position.CDM 5.296779e-03 0.0080638850 1.360045e-03
## club_position.CF -5.890271e-03 0.0007104263 -1.610095e-03
## club_position.CM 3.675660e-04 0.0004747393 3.135155e-03
## club_position.LAM -2.439619e-03 0.0057325424 -1.244024e-03
## club_position.LB 6.997890e-03 -0.0192588158 7.261225e-03
## club_position.LCB 1.189299e-02 0.0101770217 -1.515345e-02
## club_position.LCM 1.685348e-03 0.0035538768 6.227967e-03
## club_position.LDM 2.190813e-03 0.0074031122 5.278042e-03
## club_position.LF 5.725164e-04 0.0014191522 2.047649e-03
## club_position.LM 6.018029e-03 0.0023689863 -2.041472e-03
## club_position.LS 4.658534e-03 -0.0076541113 -1.103240e-03
## club_position.LW 1.426017e-03 0.0059279515 -2.322183e-03
## club_position.LWB -1.591826e-03 -0.0019983574 9.448774e-03
## club_position.RAM 8.004308e-04 0.0059885500 2.834141e-03
## club_position.RB 4.921221e-03 -0.0066160833 4.379963e-03
## club_position.RCB 1.401127e-02 0.0062675329 -1.837482e-02
## club_position.RCM -1.222135e-03 0.0101605980 7.976975e-03
## club_position.RDM 6.016659e-03 0.0100688103 2.582211e-03
## club_position.RES -2.126949e-02 -0.0068884558 -6.158688e-03
## club_position.RF 6.305567e-04 0.0033470215 1.802096e-03
## club_position.RM 7.338889e-03 -0.0018026084 -4.602113e-03
## club_position.RS 9.496951e-03 -0.0099618889 -1.092152e-04
## club_position.RW 4.559943e-03 0.0097390298 -2.228640e-03
## club_position.RWB 6.186167e-03 -0.0058998896 -5.283490e-04
## club_position.ST 4.267011e-03 -0.0174504062 9.240709e-03
## club_position.SUB -1.544204e-02 0.0007330712 7.346947e-03
## club_contract_valid_until.2021 1.825386e-02 -0.0061306560 -1.596492e-02
## club_contract_valid_until.2022 7.383603e-03 -0.0030679055 -2.783884e-03
## club_contract_valid_until.2023 -5.654733e-03 0.0040425930 6.314153e-03
## club_contract_valid_until.2024 -2.606287e-02 0.0054041824 8.270295e-03
## club_contract_valid_until.2025 9.364354e-03 0.0013032734 4.422657e-03
## club_contract_valid_until.2026 1.717826e-03 -0.0050594711 -3.367134e-03
## club_contract_valid_until.2027 7.325093e-03 0.0013366756 -4.990907e-03
## club_contract_valid_until.2028 6.640802e-04 -0.0009181722 -3.033360e-03
## club_contract_valid_until.2031 4.636376e-03 -0.0001620897 -1.971576e-03
## preferred_foot.Left 1.647272e-03 0.0014656753 -3.990785e-03
## preferred_foot.Right -1.647272e-03 -0.0014656753 3.990785e-03
## weak_foot.1 1.503868e-03 -0.0027389277 -6.417544e-04
## weak_foot.2 -2.322708e-03 -0.0067958737 4.369094e-03
## weak_foot.3 -4.041319e-03 0.0014052472 5.064883e-04
## weak_foot.4 8.998557e-03 0.0066554849 -4.335179e-03
## weak_foot.5 -4.010880e-03 -0.0025389782 -2.638993e-03
## skill_moves.2 -1.201212e-02 -0.0114582746 4.395351e-03
## skill_moves.3 2.624385e-03 0.0037654039 1.567166e-03
## skill_moves.4 1.624820e-02 0.0140723811 -9.295234e-03
## skill_moves.5 1.047551e-02 0.0056631931 -1.034192e-02
## international_reputation.1 -2.209911e-02 0.0062640731 1.395820e-02
## international_reputation.2 6.371072e-03 -0.0028111351 -4.644451e-03
## international_reputation.3 2.934150e-02 -0.0057608289 -1.275907e-02
## international_reputation.4 1.284178e-02 -0.0049837823 -1.539240e-02
## international_reputation.5 1.162943e-03 -0.0006899329 -8.731594e-03
## work_rate.High.High 5.249985e-03 -0.0104691154 -7.995010e-04
## work_rate.High.Low 3.146519e-03 -0.0061734593 -1.293369e-02
## work_rate.High.Medium -4.568426e-04 -0.0133380086 -2.442513e-03
## work_rate.Low.High 1.314023e-02 0.0063674401 -9.626760e-03
## work_rate.Low.Low -8.730104e-03 0.0041932225 6.725344e-03
## work_rate.Low.Medium 9.384345e-03 0.0104178980 1.828446e-03
## work_rate.Medium.High 1.069889e-02 0.0163018655 -2.201308e-03
## work_rate.Medium.Low -5.927461e-03 -0.0026951381 1.281115e-03
## work_rate.Medium.Medium -1.425839e-02 0.0036418539 1.056191e-02
## body_type.Lean..170.. 2.067787e-02 -0.0162774064 -8.488387e-02
## body_type.Lean..170.185. 2.875336e-03 -0.0040359559 -9.942053e-03
## body_type.Lean..185.. -2.607970e-02 0.0231212547 9.382981e-02
## body_type.Normal..170.. 3.048710e-02 -0.0178204161 -1.030778e-01
## body_type.Normal..170.185. 5.680191e-03 -0.0047005976 -3.255907e-02
## body_type.Normal..185.. -2.148327e-02 0.0139008832 8.524256e-02
## body_type.Stocky..170.. 2.049225e-02 -0.0132057090 -4.633965e-02
## body_type.Stocky..170.185. 2.126919e-03 -0.0038765328 -2.533189e-02
## body_type.Stocky..185.. 5.808949e-03 0.0041729189 1.660333e-02
## body_type.Unique -4.950548e-03 -0.0062564937 1.167394e-02
## real_face.No 4.324853e-03 0.0021013674 -2.623669e-03
## real_face.Yes -4.324853e-03 -0.0021013674 2.623669e-03
## pace -1.331010e-02 -0.0145370573 -5.544360e-03
## shooting -1.398782e-02 -0.0803925843 -1.273270e-02
## passing -4.852458e-02 -0.0351522321 -7.993198e-02
## dribbling 9.219388e-02 -0.0365344928 9.206682e-02
## defending -1.811223e-02 0.0050316271 -2.459705e-02
## physic 2.531301e-02 -0.0222048164 -1.276000e-03
## attacking_crossing 5.268493e-02 -0.1124969146 -6.490535e-02
## attacking_finishing -6.345581e-02 -0.1544713347 -8.229676e-03
## attacking_heading_accuracy 2.668902e-02 -0.0631351423 4.617639e-02
## attacking_short_passing -9.917475e-02 0.1005158914 -4.365347e-01
## attacking_volleys 1.422208e-02 0.0289140973 8.008392e-02
## skill_dribbling 2.260972e-01 -0.0345750799 3.480700e-01
## skill_curve -5.349652e-02 -0.0608142160 -2.855051e-02
## skill_fk_accuracy 2.168008e-02 0.1307671279 -2.464087e-03
## skill_long_passing 3.073327e-01 0.0852118248 4.243525e-01
## skill_ball_control -1.851371e-01 -0.0691832404 -3.164409e-01
## movement_acceleration 3.868854e-02 -0.0142885662 -1.054751e-01
## movement_sprint_speed -5.421036e-02 -0.0124108007 7.849138e-02
## movement_agility -2.407096e-02 0.0862496126 -2.281772e-02
## movement_reactions 3.468098e-01 -0.0769209915 9.089106e-03
## movement_balance 1.525369e-02 -0.0548080244 -6.396629e-02
## power_shot_power -1.080497e-02 0.3860630216 -4.719978e-02
## power_jumping -7.278942e-03 0.0196295431 -1.507561e-02
## power_stamina -2.355975e-02 -0.0060735090 2.320396e-02
## power_strength 6.691461e-02 -0.0008446147 8.890173e-04
## power_long_shots 6.448545e-02 -0.4732683710 8.335581e-03
## mentality_aggression -3.610337e-02 -0.0778379381 -3.024058e-02
## mentality_interceptions 1.482865e-02 -0.0405188575 -4.249408e-02
## mentality_positioning 5.529344e-02 0.6536613185 -1.015219e-01
## mentality_vision -3.302544e-01 -0.2289645238 2.625705e-02
## mentality_penalties 4.877497e-02 -0.0054608405 -1.890628e-02
## mentality_composure 1.492487e-01 -0.0102613639 -3.399441e-02
## defending_marking_awareness -1.043019e-01 -0.0075321410 -7.565272e-02
## defending_standing_tackle 1.797403e-02 0.0413223607 -1.200747e-03
## defending_sliding_tackle 3.503240e-02 0.0645844416 5.957480e-02
## goalkeeping_diving 1.018793e-03 -0.0013931708 -1.855659e-03
## goalkeeping_handling 3.975638e-03 0.0064182127 6.438533e-04
## goalkeeping_kicking -9.020315e-04 0.0004785160 -1.457913e-03
## goalkeeping_positioning 8.328643e-03 -0.0011255554 -1.525735e-03
## goalkeeping_reflexes -9.532582e-05 -0.0007975040 -9.579339e-04
## PC103 PC104 PC105
## potential -0.1427146991 -1.367890e-01 1.005075e-01
## value_eur -0.0187334100 -2.523855e-03 2.831850e-02
## wage_eur 0.0241536142 -3.889990e-03 4.176194e-03
## age -0.1615185130 -1.616095e-01 6.883240e-02
## height_cm -0.6753986021 -2.973623e-01 7.376352e-02
## weight_kg 0.1771097769 7.460979e-02 -2.298417e-02
## league_level.1 -0.0135281224 -5.280593e-03 -4.178521e-03
## league_level.2 0.0070552455 4.694349e-03 5.388211e-03
## league_level.3 0.0081757150 3.805713e-03 3.536635e-03
## league_level.4 0.0079917600 -8.928050e-04 -5.308203e-03
## league_level.5 -0.0017050243 -3.348082e-03 1.462764e-04
## club_position.CAM -0.0026201062 2.260854e-03 1.022446e-03
## club_position.CB 0.0039616134 9.164638e-03 2.729698e-03
## club_position.CDM -0.0004357938 3.820260e-03 -2.336870e-03
## club_position.CF 0.0012130196 2.884588e-03 1.629144e-03
## club_position.CM -0.0005106777 -4.817735e-03 -4.083607e-03
## club_position.LAM -0.0015097200 -8.067998e-04 3.481284e-03
## club_position.LB -0.0075840312 -3.975471e-04 -7.039665e-03
## club_position.LCB 0.0080819912 4.942709e-03 4.627577e-03
## club_position.LCM -0.0019630617 -4.374269e-04 1.875121e-03
## club_position.LDM -0.0034919630 3.306303e-03 -5.310864e-03
## club_position.LF 0.0023055582 -2.209989e-03 -2.468655e-04
## club_position.LM 0.0023690428 -1.138095e-03 9.433853e-03
## club_position.LS 0.0021135684 1.976718e-03 -9.552448e-04
## club_position.LW 0.0028940936 -1.352725e-03 2.356557e-03
## club_position.LWB 0.0063803766 -1.198243e-03 -2.591455e-03
## club_position.RAM -0.0006936724 -3.925286e-04 3.583280e-03
## club_position.RB -0.0066857465 -5.585407e-03 -8.606922e-03
## club_position.RCB 0.0121312178 3.451569e-03 7.390050e-03
## club_position.RCM -0.0046209559 -3.030251e-03 1.504236e-03
## club_position.RDM -0.0033201123 1.748010e-03 -3.596489e-03
## club_position.RES 0.0014312695 5.789890e-03 -8.429224e-03
## club_position.RF 0.0005244726 1.622398e-03 5.366445e-04
## club_position.RM -0.0017310956 -6.198020e-04 1.269109e-02
## club_position.RS 0.0027769310 5.932591e-03 1.442506e-03
## club_position.RW 0.0054992386 7.049717e-03 5.941336e-03
## club_position.RWB 0.0021892866 -2.660346e-05 -4.514782e-03
## club_position.ST -0.0038746062 -7.086181e-03 2.718257e-03
## club_position.SUB -0.0037723787 -8.102034e-03 -1.027136e-03
## club_contract_valid_until.2021 -0.0081602478 -9.421295e-03 -7.691467e-03
## club_contract_valid_until.2022 -0.0015848017 2.098002e-03 -2.935367e-03
## club_contract_valid_until.2023 0.0053689614 3.615843e-03 5.091530e-03
## club_contract_valid_until.2024 -0.0038555940 1.245888e-03 4.578577e-03
## club_contract_valid_until.2025 0.0056086952 -4.862419e-04 -2.241863e-04
## club_contract_valid_until.2026 0.0062138601 7.364765e-04 1.236715e-03
## club_contract_valid_until.2027 -0.0005959554 -2.431392e-03 -8.386951e-03
## club_contract_valid_until.2028 -0.0027591183 6.845105e-04 -1.628285e-03
## club_contract_valid_until.2031 0.0027894351 1.386256e-03 1.710526e-03
## preferred_foot.Left 0.0047744294 1.689540e-03 -4.451058e-03
## preferred_foot.Right -0.0047744294 -1.689540e-03 4.451058e-03
## weak_foot.1 -0.0001032712 2.933367e-03 -3.788957e-03
## weak_foot.2 -0.0034453794 -1.433666e-04 -2.947732e-05
## weak_foot.3 -0.0025181304 -2.112729e-03 3.529536e-03
## weak_foot.4 0.0045473199 2.056854e-03 -1.292495e-03
## weak_foot.5 0.0070868151 1.417567e-03 -8.128071e-03
## skill_moves.2 -0.0060363529 -1.668599e-02 -4.180864e-03
## skill_moves.3 0.0037907576 6.033440e-03 4.134294e-03
## skill_moves.4 0.0031874666 2.021795e-02 1.630220e-03
## skill_moves.5 0.0063621312 4.837194e-03 -5.718418e-03
## international_reputation.1 -0.0118762910 -1.152961e-02 1.235817e-02
## international_reputation.2 0.0066153569 3.582649e-03 -7.230396e-03
## international_reputation.3 0.0095447430 1.147325e-02 -6.287278e-03
## international_reputation.4 0.0069025684 1.009214e-02 -1.295315e-02
## international_reputation.5 0.0022123277 1.193883e-02 -4.465754e-03
## work_rate.High.High 0.0002427151 1.307463e-03 1.026069e-02
## work_rate.High.Low 0.0015767022 -1.600328e-03 -1.968028e-03
## work_rate.High.Medium -0.0023549069 1.808828e-03 5.582768e-03
## work_rate.Low.High 0.0030883623 1.063253e-02 9.303990e-04
## work_rate.Low.Low -0.0009372149 -2.778322e-03 2.007042e-03
## work_rate.Low.Medium 0.0023359147 -3.504428e-03 -1.241369e-04
## work_rate.Medium.High 0.0031433364 7.405722e-03 -7.147335e-03
## work_rate.Medium.Low -0.0007044790 -7.671489e-03 -2.915549e-03
## work_rate.Medium.Medium -0.0022169127 -4.937829e-03 -3.547057e-03
## body_type.Lean..170.. -0.1260318716 -5.464743e-02 1.099308e-02
## body_type.Lean..170.185. -0.0240090861 -9.321043e-03 -1.253848e-03
## body_type.Lean..185.. 0.1650453197 6.516427e-02 -1.319470e-02
## body_type.Normal..170.. -0.1624228278 -7.198895e-02 1.560923e-02
## body_type.Normal..170.185. -0.0762464266 -2.777927e-02 4.380530e-03
## body_type.Normal..185.. 0.1649530214 6.381992e-02 -8.576790e-03
## body_type.Stocky..170.. -0.0764869914 -2.652479e-02 4.297264e-03
## body_type.Stocky..170.185. -0.0538431245 -1.386504e-02 1.902277e-03
## body_type.Stocky..185.. 0.0413423399 1.902087e-02 -1.899648e-03
## body_type.Unique 0.0023765355 -1.951932e-03 1.427804e-03
## real_face.No -0.0014070047 1.554858e-03 -2.851724e-03
## real_face.Yes 0.0014070047 -1.554858e-03 2.851724e-03
## pace 0.0132549114 -9.492901e-03 1.043214e-02
## shooting -0.0288600541 5.689801e-04 -1.652904e-01
## passing 0.0391837381 1.029006e-02 -2.442389e-02
## dribbling -0.0389723335 -3.112930e-03 -1.457075e-03
## defending 0.0026930995 1.086279e-02 1.460325e-02
## physic 0.0199550536 5.809020e-05 -1.090038e-02
## attacking_crossing 0.0065212937 8.418749e-03 -4.904110e-02
## attacking_finishing -0.0977876815 -9.760496e-03 -5.570890e-01
## attacking_heading_accuracy 0.0663613504 -3.134955e-02 6.723297e-03
## attacking_short_passing 0.1837954123 1.401561e-01 4.199672e-02
## attacking_volleys 0.0133847572 -4.867521e-03 1.103981e-01
## skill_dribbling -0.0756470055 -8.015087e-02 3.773678e-02
## skill_curve 0.0273195033 6.170020e-02 -4.479243e-02
## skill_fk_accuracy -0.0273461874 -2.390298e-02 -5.641297e-02
## skill_long_passing -0.1795268528 -1.186640e-01 4.513167e-02
## skill_ball_control 0.0672070271 8.638150e-02 -4.198866e-02
## movement_acceleration 0.3426163594 -6.756062e-01 1.161289e-02
## movement_sprint_speed -0.2601160004 5.405568e-01 9.692273e-03
## movement_agility -0.0627047154 1.244355e-01 -4.508353e-02
## movement_reactions -0.0235622473 5.052354e-02 -1.336123e-01
## movement_balance -0.1980495683 -5.729537e-02 3.397218e-02
## power_shot_power -0.0095730134 -5.134209e-02 -1.278856e-01
## power_jumping -0.0008179597 4.951689e-03 -1.051600e-02
## power_stamina -0.0021259755 1.556851e-03 -1.611248e-02
## power_strength 0.0389708588 -6.975167e-03 -2.009650e-03
## power_long_shots 0.1010939704 5.957015e-02 5.571167e-01
## mentality_aggression -0.0152844911 9.068908e-03 -1.369165e-02
## mentality_interceptions -0.0024036318 -9.943652e-03 5.407350e-02
## mentality_positioning 0.0051201149 2.334918e-02 2.901561e-01
## mentality_vision 0.0377788660 -7.917531e-02 -1.056371e-01
## mentality_penalties -0.0017054677 2.188634e-02 7.093715e-02
## mentality_composure 0.0886747989 1.844581e-02 -3.500767e-03
## defending_marking_awareness -0.0440091950 4.761557e-02 2.779109e-01
## defending_standing_tackle 0.0327651773 5.420646e-03 -1.856386e-01
## defending_sliding_tackle 0.0142385406 -2.184018e-02 -2.160579e-01
## goalkeeping_diving 0.0042847884 3.324393e-05 2.102976e-03
## goalkeeping_handling -0.0009429892 -8.789362e-04 1.625846e-03
## goalkeeping_kicking 0.0018490729 -1.038760e-04 -4.580599e-03
## goalkeeping_positioning 0.0021861736 4.399985e-04 -4.785947e-03
## goalkeeping_reflexes 0.0035591803 -1.565096e-03 4.844933e-03
## PC106 PC107 PC108
## potential -0.0723614797 3.001041e-02 2.706071e-02
## value_eur -0.0299859193 -1.144537e-02 3.518626e-04
## wage_eur 0.0122970855 2.893036e-03 7.194272e-03
## age -0.1101899806 5.091100e-02 7.694141e-04
## height_cm -0.0955920988 4.866000e-02 -2.539732e-02
## weight_kg 0.0291856537 -2.775888e-02 1.374287e-02
## league_level.1 0.0017529884 6.783362e-03 -2.316249e-03
## league_level.2 0.0027719188 -4.245713e-03 -1.851652e-03
## league_level.3 -0.0026481691 -5.167834e-03 3.242808e-03
## league_level.4 -0.0048183442 -7.555593e-04 4.420296e-03
## league_level.5 -0.0051227555 -9.653522e-04 1.330018e-03
## club_position.CAM 0.0010378657 6.876827e-04 -4.679098e-03
## club_position.CB -0.0044638050 1.271585e-03 4.063832e-03
## club_position.CDM 0.0008856183 -3.145550e-04 -7.338333e-04
## club_position.CF 0.0033404886 -8.278163e-04 -1.415082e-03
## club_position.CM -0.0002425836 3.516253e-03 1.976679e-03
## club_position.LAM 0.0038984250 1.525054e-03 -4.726670e-03
## club_position.LB 0.0029012012 -3.548260e-03 2.573722e-04
## club_position.LCB -0.0057865615 7.361775e-03 3.902928e-03
## club_position.LCM 0.0032022277 4.322261e-03 -6.578934e-03
## club_position.LDM 0.0002307180 1.334195e-03 -2.980378e-03
## club_position.LF 0.0018547766 -3.484204e-03 -2.065105e-03
## club_position.LM -0.0046328896 -4.203075e-03 6.394016e-03
## club_position.LS 0.0055651014 3.704361e-03 2.375988e-03
## club_position.LW -0.0017024330 -9.702055e-04 2.750090e-03
## club_position.LWB 0.0011344176 5.164565e-03 6.709436e-03
## club_position.RAM 0.0067303690 6.202537e-04 -8.052616e-03
## club_position.RB 0.0071204621 -1.845613e-03 3.102890e-03
## club_position.RCB -0.0071391960 2.997520e-03 6.668195e-04
## club_position.RCM -0.0072376586 4.540426e-03 -8.434558e-03
## club_position.RDM -0.0051325980 1.629326e-03 -2.520380e-03
## club_position.RES 0.0049058989 -8.049600e-03 8.537381e-05
## club_position.RF -0.0014369094 3.017178e-04 -3.948864e-03
## club_position.RM -0.0051118713 -2.992811e-03 1.504878e-03
## club_position.RS 0.0068468640 -2.083739e-03 8.023424e-04
## club_position.RW -0.0064546224 3.746430e-03 -2.823937e-03
## club_position.RWB 0.0023549195 -1.887861e-03 2.410069e-03
## club_position.ST 0.0030108320 -1.096140e-03 -4.521884e-04
## club_position.SUB 0.0005304249 4.361989e-04 4.420258e-04
## club_contract_valid_until.2021 -0.0083172219 -8.345066e-03 1.912716e-03
## club_contract_valid_until.2022 0.0036805331 -1.523421e-04 -2.090160e-03
## club_contract_valid_until.2023 -0.0016494137 8.755896e-04 2.035519e-03
## club_contract_valid_until.2024 0.0040086595 3.604255e-03 9.894736e-04
## club_contract_valid_until.2025 -0.0016984237 1.618032e-03 -2.308761e-03
## club_contract_valid_until.2026 0.0034219870 3.406223e-03 -2.154873e-03
## club_contract_valid_until.2027 -0.0003190231 4.733687e-05 1.659204e-03
## club_contract_valid_until.2028 -0.0025668199 -2.840038e-03 5.829497e-03
## club_contract_valid_until.2031 0.0011870152 8.502605e-04 8.130078e-04
## preferred_foot.Left 0.0038129971 6.039587e-04 7.667444e-05
## preferred_foot.Right -0.0038129971 -6.039587e-04 -7.667444e-05
## weak_foot.1 0.0012368137 -7.911735e-04 3.428980e-05
## weak_foot.2 0.0062794480 -2.003336e-03 -2.924106e-04
## weak_foot.3 -0.0012678178 1.194260e-03 1.061898e-03
## weak_foot.4 -0.0045948932 4.416405e-04 -3.324373e-04
## weak_foot.5 -0.0017557770 6.658879e-04 -2.178531e-03
## skill_moves.2 -0.0036658027 4.205574e-03 6.874100e-03
## skill_moves.3 0.0011789002 -4.266105e-03 -2.809571e-03
## skill_moves.4 0.0043070521 -8.933707e-04 -6.511050e-03
## skill_moves.5 0.0028836556 3.378188e-03 -7.250808e-03
## international_reputation.1 -0.0056967474 1.381888e-03 2.960897e-03
## international_reputation.2 0.0037723970 -1.965426e-03 5.189339e-04
## international_reputation.3 0.0036227880 -1.196462e-03 -6.747127e-03
## international_reputation.4 0.0009607537 2.901912e-03 -8.681611e-04
## international_reputation.5 0.0068548498 3.661533e-03 -1.071678e-03
## work_rate.High.High -0.0069165264 -4.628370e-03 -2.788693e-03
## work_rate.High.Low 0.0068521916 -9.040997e-04 -3.167652e-03
## work_rate.High.Medium -0.0000836870 -3.409181e-03 4.196465e-03
## work_rate.Low.High -0.0024867701 -3.475866e-05 1.515402e-03
## work_rate.Low.Low 0.0004417275 -3.158222e-04 5.168531e-04
## work_rate.Low.Medium 0.0008762424 6.820837e-03 1.572374e-03
## work_rate.Medium.High -0.0036219637 -1.398361e-03 -5.976260e-04
## work_rate.Medium.Low 0.0049198175 2.266222e-03 -2.818528e-03
## work_rate.Medium.Medium 0.0012837150 3.208301e-03 -2.275224e-04
## body_type.Lean..170.. -0.0187470750 3.878311e-03 -5.806887e-03
## body_type.Lean..170.185. -0.0051080885 1.198580e-03 -2.176930e-04
## body_type.Lean..185.. 0.0185456614 -1.158335e-02 2.100833e-04
## body_type.Normal..170.. -0.0212217403 6.235186e-03 -4.269077e-03
## body_type.Normal..170.185. -0.0063641760 3.417526e-03 -1.125545e-04
## body_type.Normal..185.. 0.0174645525 -5.142982e-03 4.034409e-03
## body_type.Stocky..170.. -0.0049426374 3.059514e-03 -4.409444e-04
## body_type.Stocky..170.185. -0.0079130525 5.819811e-03 -5.352023e-04
## body_type.Stocky..185.. 0.0083093290 -1.729897e-03 8.688281e-04
## body_type.Unique 0.0151522773 2.305238e-03 4.346190e-03
## real_face.No 0.0028122471 8.630682e-04 -7.210938e-04
## real_face.Yes -0.0028122471 -8.630682e-04 7.210938e-04
## pace 0.0012462137 -1.062731e-02 -2.116631e-04
## shooting 0.0770363499 2.048958e-02 1.695892e-02
## passing -0.0127404125 8.692491e-02 1.964982e-02
## dribbling 0.0123904440 3.657357e-02 2.033679e-02
## defending 0.0750099590 1.004111e-02 7.917878e-03
## physic -0.0033502791 5.013960e-03 -1.057332e-02
## attacking_crossing 0.0370159333 -5.233252e-02 3.242693e-03
## attacking_finishing 0.2492970680 5.878988e-02 6.691812e-02
## attacking_heading_accuracy 0.0178329451 -7.849243e-03 1.267595e-02
## attacking_short_passing -0.1198924277 4.828138e-01 1.199930e-01
## attacking_volleys -0.0398546359 1.879972e-03 -5.918545e-03
## skill_dribbling 0.0089064859 3.985748e-01 1.317099e-01
## skill_curve -0.0297341405 -5.798845e-03 8.621253e-03
## skill_fk_accuracy 0.0553675516 3.354125e-02 -1.311462e-03
## skill_long_passing 0.1164415122 -3.136721e-01 -5.995731e-02
## skill_ball_control 0.0466023345 -6.264829e-01 -1.600093e-01
## movement_acceleration 0.0499378510 -1.542922e-02 -1.923289e-02
## movement_sprint_speed -0.0387897258 -4.556964e-03 1.732725e-02
## movement_agility -0.0332035154 3.918743e-03 -1.691690e-02
## movement_reactions 0.0097697466 -1.265838e-02 -9.369967e-02
## movement_balance -0.0246098185 4.739259e-03 -6.505333e-04
## power_shot_power 0.0395986529 -1.729038e-03 6.462518e-02
## power_jumping 0.0049082315 2.653879e-03 -6.714637e-03
## power_stamina -0.0114268440 6.178930e-03 -2.800046e-04
## power_strength -0.0196998191 6.107879e-05 -1.249682e-02
## power_long_shots -0.2388751221 -1.413112e-02 -1.166204e-01
## mentality_aggression 0.0443529994 7.029768e-03 -1.093255e-02
## mentality_interceptions -0.0631555886 -2.247898e-01 8.212763e-01
## mentality_positioning -0.0530560207 -1.050730e-01 -5.193881e-02
## mentality_vision -0.0175545419 -5.973386e-03 -3.761554e-02
## mentality_penalties -0.0373553858 -2.912414e-02 -9.163487e-03
## mentality_composure -0.0198577901 1.235213e-02 2.327680e-02
## defending_marking_awareness 0.7421385945 1.595939e-01 -2.229695e-01
## defending_standing_tackle -0.3266667066 1.179266e-02 -1.980203e-01
## defending_sliding_tackle -0.3517472298 5.844681e-02 -3.667930e-01
## goalkeeping_diving -0.0049038230 5.787588e-03 1.148046e-04
## goalkeeping_handling 0.0018699765 -1.390256e-04 -1.519481e-03
## goalkeeping_kicking -0.0005951816 3.875159e-03 8.560822e-04
## goalkeeping_positioning 0.0041137478 -2.945746e-03 1.590406e-04
## goalkeeping_reflexes 0.0003616196 -1.291735e-03 2.384827e-03
## PC109 PC110 PC111
## potential -1.254467e-03 2.563538e-04 5.619812e-05
## value_eur -4.159724e-03 3.813769e-04 -1.429318e-04
## wage_eur 6.216588e-03 -2.834801e-04 3.993767e-04
## age -1.088307e-02 1.141965e-05 -4.768509e-04
## height_cm -2.989386e-03 8.303864e-05 1.957898e-04
## weight_kg 1.129896e-03 7.001840e-04 -4.127136e-04
## league_level.1 -1.573880e-03 -2.571065e-05 -9.516650e-05
## league_level.2 8.052380e-04 -1.991275e-04 -1.460788e-04
## league_level.3 7.507951e-04 1.943151e-04 4.774938e-06
## league_level.4 1.024118e-03 1.187594e-04 4.743457e-04
## league_level.5 7.412535e-04 2.819417e-04 1.423290e-04
## club_position.CAM 3.601545e-03 -1.545823e-04 -9.479631e-05
## club_position.CB -1.071508e-03 -3.465633e-04 1.683973e-04
## club_position.CDM -1.579602e-03 1.878263e-04 6.864981e-05
## club_position.CF 4.265225e-04 6.156308e-05 -1.547153e-04
## club_position.CM -2.753921e-04 -3.467576e-04 1.430803e-04
## club_position.LAM 7.088053e-04 -1.726070e-04 -3.548028e-04
## club_position.LB -5.759539e-03 1.219640e-04 2.836417e-04
## club_position.LCB -2.073935e-03 -8.720782e-06 -1.614485e-04
## club_position.LCM -8.855519e-05 4.988745e-05 1.965931e-04
## club_position.LDM -1.768976e-03 -3.440352e-04 2.711033e-04
## club_position.LF 1.930520e-03 8.841161e-05 1.474845e-05
## club_position.LM -1.294754e-03 3.182157e-04 1.291463e-05
## club_position.LS 1.807782e-03 2.259511e-04 2.143941e-05
## club_position.LW 2.558254e-03 -1.796493e-04 -8.350880e-05
## club_position.LWB -2.491201e-03 -1.442712e-04 -2.949120e-05
## club_position.RAM 6.994090e-04 -2.310618e-04 -1.318466e-04
## club_position.RB -6.049928e-03 -1.255222e-04 1.417134e-04
## club_position.RCB -6.005668e-04 2.645520e-04 -1.774335e-04
## club_position.RCM 3.935455e-03 1.956009e-04 -1.675086e-04
## club_position.RDM -3.718977e-04 -3.647147e-05 -3.549449e-04
## club_position.RES 3.466362e-04 -5.712891e-06 -8.237423e-05
## club_position.RF 2.020179e-03 -1.730389e-04 -7.508343e-05
## club_position.RM 3.896627e-04 3.255823e-05 1.229611e-04
## club_position.RS 4.068641e-03 1.950168e-04 -2.047136e-04
## club_position.RW 3.364182e-04 9.635357e-05 -1.684365e-04
## club_position.RWB 1.593091e-03 -6.607646e-04 -1.771350e-04
## club_position.ST 7.510660e-03 7.160119e-05 -1.696942e-04
## club_position.SUB -6.969743e-04 -9.976449e-06 2.047569e-04
## club_contract_valid_until.2021 3.626509e-03 -8.747603e-05 -1.691173e-04
## club_contract_valid_until.2022 5.872405e-04 1.458137e-04 -7.143094e-05
## club_contract_valid_until.2023 -1.053061e-03 -1.355300e-04 1.029905e-04
## club_contract_valid_until.2024 -2.138829e-03 1.505414e-04 1.928450e-04
## club_contract_valid_until.2025 -1.124786e-03 -2.878023e-05 -8.714711e-05
## club_contract_valid_until.2026 9.965754e-04 -1.333391e-04 -1.049817e-05
## club_contract_valid_until.2027 -1.561575e-04 -4.311307e-04 -2.281649e-04
## club_contract_valid_until.2028 1.135282e-03 -1.753554e-04 1.659406e-04
## club_contract_valid_until.2031 -1.264658e-03 2.493194e-04 3.957198e-05
## preferred_foot.Left 3.376570e-05 6.717190e-05 -3.398657e-05
## preferred_foot.Right -3.376570e-05 -6.717190e-05 3.398657e-05
## weak_foot.1 1.206667e-03 1.487991e-04 1.856496e-05
## weak_foot.2 7.184921e-04 3.460463e-05 -2.222725e-04
## weak_foot.3 -3.142341e-03 -3.762298e-05 1.635722e-04
## weak_foot.4 3.137882e-03 1.317260e-05 2.832252e-05
## weak_foot.5 2.068291e-04 -5.795018e-05 -2.437301e-05
## skill_moves.2 -3.509477e-03 -2.980762e-05 -4.022875e-04
## skill_moves.3 -6.016702e-04 8.982061e-05 1.154944e-04
## skill_moves.4 7.034175e-03 -8.654053e-05 5.668008e-04
## skill_moves.5 4.507699e-03 -1.164044e-04 1.988374e-05
## international_reputation.1 5.303879e-04 -4.888356e-05 -2.511189e-04
## international_reputation.2 4.695546e-04 -4.509613e-06 1.452183e-04
## international_reputation.3 -1.096549e-03 3.298258e-05 1.750423e-04
## international_reputation.4 -3.480222e-03 1.295905e-04 1.965889e-04
## international_reputation.5 4.317534e-03 1.303699e-04 5.594306e-06
## work_rate.High.High 5.783369e-03 -1.086672e-04 2.280418e-04
## work_rate.High.Low -4.820336e-03 7.534779e-05 1.485486e-04
## work_rate.High.Medium 4.280846e-04 -6.726388e-05 -3.530067e-05
## work_rate.Low.High 3.307593e-04 1.481869e-04 1.442538e-05
## work_rate.Low.Low -1.388207e-03 -1.777409e-04 1.245283e-04
## work_rate.Low.Medium -5.262187e-04 1.923209e-04 3.953128e-04
## work_rate.Medium.High -1.061881e-03 1.514142e-05 -8.828208e-05
## work_rate.Medium.Low -6.337531e-04 3.700804e-04 -2.934293e-04
## work_rate.Medium.Medium -2.116924e-05 -1.804728e-04 -1.146831e-04
## body_type.Lean..170.. 3.765689e-04 -3.201679e-04 -1.080484e-04
## body_type.Lean..170.185. 7.157486e-04 2.789514e-05 2.718289e-04
## body_type.Lean..185.. 2.172074e-03 8.917995e-05 -5.735509e-05
## body_type.Normal..170.. -7.983941e-04 -3.023171e-05 -5.366301e-05
## body_type.Normal..170.185. -4.523216e-03 1.181220e-05 5.701670e-05
## body_type.Normal..185.. 3.402036e-03 2.235213e-04 -7.176479e-05
## body_type.Stocky..170.. 1.788201e-03 3.692547e-05 1.425939e-04
## body_type.Stocky..170.185. -3.158707e-04 -5.814775e-05 3.617838e-06
## body_type.Stocky..185.. 1.758868e-03 -2.138330e-04 -3.628235e-04
## body_type.Unique -2.583682e-03 -3.964744e-04 -4.208164e-04
## real_face.No -2.771602e-03 1.090293e-04 1.434427e-04
## real_face.Yes 2.771602e-03 -1.090293e-04 -1.434427e-04
## pace -1.784536e-03 1.439821e-03 -1.442393e-02
## shooting 8.289547e-03 4.233708e-03 -2.995592e-03
## passing 8.338586e-04 -7.847423e-01 -4.029499e-01
## dribbling -6.206477e-03 -3.815472e-01 7.453288e-01
## defending -1.208277e-01 -1.250761e-02 -6.035566e-03
## physic 6.976381e-03 -4.108897e-02 2.158058e-02
## attacking_crossing -1.389842e-02 2.123593e-01 1.088920e-01
## attacking_finishing 1.775972e-02 -3.295134e-03 9.755923e-04
## attacking_heading_accuracy -6.173132e-03 1.097667e-03 4.885848e-04
## attacking_short_passing 2.709320e-02 2.547207e-01 1.307104e-01
## attacking_volleys 5.594448e-03 -7.101827e-04 1.141475e-04
## skill_dribbling -2.368461e-02 2.117773e-01 -4.150595e-01
## skill_curve -4.183007e-04 5.705213e-02 2.951320e-02
## skill_fk_accuracy 6.351541e-03 5.695467e-02 2.915777e-02
## skill_long_passing -1.866753e-02 1.389978e-01 7.108354e-02
## skill_ball_control 2.101352e-02 1.134247e-01 -2.213439e-01
## movement_acceleration -5.414155e-03 -1.435730e-03 6.893140e-03
## movement_sprint_speed 2.041366e-03 -6.938014e-04 8.109214e-03
## movement_agility 2.342832e-05 4.829824e-02 -9.404904e-02
## movement_reactions -5.474195e-03 1.751551e-02 -3.386039e-02
## movement_balance -4.631034e-03 2.443089e-02 -4.645779e-02
## power_shot_power -1.762239e-02 -1.236848e-03 7.931245e-04
## power_jumping -8.425904e-03 2.452145e-03 -1.265924e-03
## power_stamina 3.226164e-03 1.199243e-02 -6.382471e-03
## power_strength 9.345282e-03 2.622921e-02 -1.359647e-02
## power_long_shots 1.142525e-02 -4.112086e-05 1.296637e-03
## mentality_aggression -6.960310e-03 1.120653e-02 -6.255624e-03
## mentality_interceptions 1.459751e-01 2.504911e-03 1.230452e-03
## mentality_positioning 5.730654e-03 -2.271180e-05 7.241645e-04
## mentality_vision -1.679145e-03 1.963483e-01 1.015696e-01
## mentality_penalties -2.354530e-04 -3.596467e-04 -1.169648e-04
## mentality_composure 4.476165e-03 2.022999e-02 -3.932480e-02
## defending_marking_awareness 3.700752e-02 3.069714e-03 1.495014e-03
## defending_standing_tackle -7.084535e-01 4.760673e-03 3.007016e-03
## defending_sliding_tackle 6.756108e-01 1.730854e-03 -5.537800e-05
## goalkeeping_diving 4.558454e-04 2.120205e-04 5.960473e-05
## goalkeeping_handling 2.218420e-03 6.883571e-05 -3.444114e-04
## goalkeeping_kicking -2.057881e-03 -1.314302e-04 -1.216706e-04
## goalkeeping_positioning 2.012297e-04 -3.117323e-04 -2.143195e-05
## goalkeeping_reflexes -1.342762e-03 1.623725e-04 -1.647338e-05
## PC112 PC113 PC114
## potential -7.551663e-04 -2.317908e-05 5.671728e-04
## value_eur -4.845489e-05 -1.072559e-04 -1.354243e-04
## wage_eur 6.212779e-04 -1.696785e-04 -1.997738e-06
## age -9.624585e-05 5.261185e-05 3.855024e-04
## height_cm 7.522280e-04 -7.799382e-06 2.105044e-05
## weight_kg 2.112218e-04 -5.914334e-06 2.784842e-04
## league_level.1 -5.570476e-05 2.245032e-05 -4.246172e-05
## league_level.2 1.080119e-04 -1.576429e-04 -1.637784e-04
## league_level.3 -2.858329e-05 1.359177e-04 8.366068e-05
## league_level.4 1.698863e-05 6.076091e-05 2.928589e-04
## league_level.5 -2.388975e-04 2.229577e-05 5.676154e-05
## club_position.CAM 8.024329e-05 1.116133e-04 -6.061271e-06
## club_position.CB -4.442492e-05 -2.239759e-04 1.876840e-04
## club_position.CDM -3.652876e-04 7.276459e-05 -1.391550e-04
## club_position.CF 2.546506e-04 -6.678544e-05 -1.155238e-04
## club_position.CM 2.869133e-04 -7.741541e-06 -3.576940e-05
## club_position.LAM -2.320579e-05 3.491100e-04 1.836196e-05
## club_position.LB 4.016761e-04 -4.883834e-05 -1.922136e-05
## club_position.LCB 1.180525e-04 -1.755161e-04 -2.259193e-04
## club_position.LCM -1.707902e-04 2.056979e-05 -7.788768e-05
## club_position.LDM -1.374421e-04 1.580676e-04 -1.000436e-04
## club_position.LF -5.241599e-05 -4.792129e-05 2.517247e-06
## club_position.LM -3.837694e-05 6.262365e-05 -1.740524e-04
## club_position.LS -1.446811e-04 1.509817e-04 -5.930046e-05
## club_position.LW 2.571862e-04 2.313519e-05 4.679394e-05
## club_position.LWB 2.628820e-04 -2.793839e-04 1.065110e-05
## club_position.RAM 1.789961e-04 -4.186236e-04 8.671025e-05
## club_position.RB 4.000396e-05 3.207809e-04 5.528365e-05
## club_position.RCB 2.694077e-05 -6.629262e-06 -2.434026e-05
## club_position.RCM 6.025260e-05 3.266996e-05 8.036903e-05
## club_position.RDM -1.309116e-04 1.367722e-04 -5.834574e-05
## club_position.RES -2.525831e-04 5.134266e-06 1.016636e-04
## club_position.RF 1.769459e-04 3.957741e-04 3.046014e-05
## club_position.RM -2.638314e-05 -6.143446e-06 1.107319e-04
## club_position.RS -6.933087e-05 -2.229945e-04 3.848293e-06
## club_position.RW 2.362008e-05 -1.545254e-05 1.835639e-04
## club_position.RWB -3.508977e-05 1.158071e-04 4.693467e-06
## club_position.ST -2.752569e-05 -1.615066e-04 1.499446e-05
## club_position.SUB 4.334350e-05 -5.623293e-05 1.444923e-05
## club_contract_valid_until.2021 2.132216e-04 -4.821460e-05 1.057721e-04
## club_contract_valid_until.2022 -8.739514e-05 1.082347e-04 -1.057719e-04
## club_contract_valid_until.2023 1.037493e-04 -9.492164e-05 7.294495e-05
## club_contract_valid_until.2024 -7.824074e-05 1.927556e-04 2.831572e-05
## club_contract_valid_until.2025 -1.219823e-04 -1.234726e-04 -1.467099e-04
## club_contract_valid_until.2026 -8.109239e-05 -1.967329e-04 1.095401e-04
## club_contract_valid_until.2027 2.242113e-04 -2.109449e-04 -1.062608e-04
## club_contract_valid_until.2028 8.059178e-05 2.341003e-04 1.390793e-04
## club_contract_valid_until.2031 -2.708026e-04 -2.960654e-05 -3.932140e-05
## preferred_foot.Left -7.922944e-05 9.707822e-06 -4.455212e-05
## preferred_foot.Right 7.922944e-05 -9.707822e-06 4.455212e-05
## weak_foot.1 -1.715842e-04 6.918208e-05 -6.741361e-05
## weak_foot.2 1.232921e-04 1.422827e-04 1.442262e-05
## weak_foot.3 -1.495249e-05 -4.154361e-05 -3.839218e-05
## weak_foot.4 -1.963801e-05 -1.707815e-04 3.358325e-05
## weak_foot.5 -2.013381e-04 1.850571e-04 2.982625e-05
## skill_moves.2 7.043262e-05 -7.687852e-05 -3.184704e-05
## skill_moves.3 -1.284492e-04 2.040062e-04 1.444952e-04
## skill_moves.4 1.260684e-04 -1.639381e-04 -2.031747e-04
## skill_moves.5 -8.389139e-05 -3.281965e-04 -4.581197e-05
## international_reputation.1 3.483593e-05 -4.929627e-05 2.667521e-06
## international_reputation.2 -4.193475e-05 1.299993e-04 2.435563e-05
## international_reputation.3 -1.978662e-05 -7.785950e-05 3.274079e-06
## international_reputation.4 6.766305e-05 -1.530395e-04 -4.461624e-05
## international_reputation.5 -4.753337e-05 6.718547e-05 -2.154893e-04
## work_rate.High.High 1.591072e-04 1.341606e-04 1.627382e-05
## work_rate.High.Low -7.592308e-05 -1.338088e-05 -3.267090e-04
## work_rate.High.Medium 1.913627e-04 -2.290873e-04 3.749265e-05
## work_rate.Low.High 3.675865e-05 -5.686717e-05 -4.503138e-05
## work_rate.Low.Low 1.359192e-04 -3.805146e-05 -3.669925e-05
## work_rate.Low.Medium 1.291168e-05 -1.362624e-04 7.455204e-05
## work_rate.Medium.High -3.003879e-04 -1.066049e-04 -2.659878e-05
## work_rate.Medium.Low -2.943533e-05 2.336871e-04 -3.363938e-05
## work_rate.Medium.Medium -3.170064e-05 1.636908e-04 1.244497e-04
## body_type.Lean..170.. 1.487778e-04 7.288623e-05 1.339634e-04
## body_type.Lean..170.185. -3.436206e-04 -2.196066e-04 -8.005960e-05
## body_type.Lean..185.. -3.372387e-04 8.593260e-05 -7.656470e-05
## body_type.Normal..170.. 1.045933e-04 -1.693830e-05 1.595810e-04
## body_type.Normal..170.185. -2.374000e-06 -1.150554e-04 5.297181e-05
## body_type.Normal..185.. 4.982178e-04 2.986917e-04 -1.554254e-04
## body_type.Stocky..170.. -1.166046e-04 5.354543e-05 3.370016e-04
## body_type.Stocky..170.185. 1.775599e-04 -1.473074e-04 -1.080301e-04
## body_type.Stocky..185.. -4.053779e-05 -6.353593e-05 -3.297025e-05
## body_type.Unique -9.503441e-05 3.664072e-04 3.805490e-04
## real_face.No 1.074470e-04 -1.278769e-04 5.261131e-05
## real_face.Yes -1.074470e-04 1.278769e-04 -5.261131e-05
## pace 2.270542e-02 -8.051222e-01 -1.278118e-02
## shooting 1.334436e-02 -1.328459e-02 8.548928e-01
## passing -2.944608e-02 4.800688e-03 2.646189e-03
## dribbling -3.934440e-02 -1.557048e-02 4.729696e-03
## defending -1.615125e-02 3.170132e-03 4.986716e-02
## physic 7.916171e-01 2.207307e-02 -1.109110e-02
## attacking_crossing 8.286737e-03 -1.331332e-03 -7.566419e-04
## attacking_finishing -7.611161e-03 7.321335e-03 -4.443260e-01
## attacking_heading_accuracy 1.542230e-03 -4.393308e-04 -3.765192e-03
## attacking_short_passing 9.027096e-03 -1.458505e-03 -4.394943e-04
## attacking_volleys 6.541093e-04 6.648424e-04 -4.445183e-02
## skill_dribbling 2.150311e-02 7.635337e-03 -3.027787e-03
## skill_curve 1.218224e-03 1.045427e-04 -6.578732e-04
## skill_fk_accuracy 1.924904e-03 -2.200943e-04 1.929812e-04
## skill_long_passing 5.222363e-03 -9.402296e-04 -7.682437e-04
## skill_ball_control 1.250113e-02 5.442361e-03 -1.427921e-03
## movement_acceleration -9.676710e-03 3.769194e-01 5.876649e-03
## movement_sprint_speed -1.338255e-02 4.564158e-01 7.301938e-03
## movement_agility 5.174573e-03 1.939430e-03 -7.773491e-04
## movement_reactions 2.374921e-03 1.070290e-03 -5.385291e-04
## movement_balance 2.260392e-03 7.823213e-04 -2.008962e-04
## power_shot_power -2.434440e-03 1.739970e-03 -1.609045e-01
## power_jumping -4.780556e-02 -1.338712e-03 8.799391e-04
## power_stamina -2.285802e-01 -6.723579e-03 3.043188e-03
## power_strength -5.139641e-01 -1.407944e-02 7.123344e-03
## power_long_shots -2.562853e-03 3.257731e-03 -1.921968e-01
## mentality_aggression -2.234596e-01 -6.068891e-03 3.035574e-03
## mentality_interceptions 3.136137e-03 -1.314033e-03 -1.093794e-02
## mentality_positioning -1.120460e-03 4.587745e-04 -4.249701e-02
## mentality_vision 7.771882e-03 -9.204803e-04 -4.012878e-04
## mentality_penalties -1.085062e-03 6.526348e-05 -3.769020e-02
## mentality_composure 1.937708e-03 5.877285e-04 -9.606037e-05
## defending_marking_awareness 5.451133e-03 -1.135056e-03 -1.597038e-02
## defending_standing_tackle 7.077538e-03 -6.498502e-04 -1.752094e-02
## defending_sliding_tackle 7.501831e-04 -4.176897e-04 -5.299476e-03
## goalkeeping_diving -1.798702e-04 -1.555600e-04 2.847194e-04
## goalkeeping_handling 1.403013e-04 -1.224938e-04 3.576515e-05
## goalkeeping_kicking -1.673901e-04 1.596683e-04 2.077055e-04
## goalkeeping_positioning 6.809909e-05 -7.957629e-05 -4.004919e-05
## goalkeeping_reflexes -1.421105e-04 8.372417e-05 -2.058690e-04
## PC115 PC116 PC117
## potential 1.065890e-04 4.813513e-14 2.894039e-15
## value_eur -4.293014e-05 -1.543787e-14 -8.318115e-15
## wage_eur 1.208047e-04 8.209767e-15 -2.131884e-16
## age -4.344211e-04 1.159613e-15 2.244120e-15
## height_cm -6.130354e-06 -1.877069e-15 -8.758796e-16
## weight_kg 1.901495e-04 2.532612e-16 -2.377906e-16
## league_level.1 -9.192291e-05 1.718976e-01 -3.704508e-01
## league_level.2 1.639904e-04 1.388700e-01 -2.992742e-01
## league_level.3 4.650868e-05 9.809985e-02 -2.114118e-01
## league_level.4 -1.801611e-04 7.145059e-02 -1.539808e-01
## league_level.5 8.337832e-05 1.604846e-02 -3.458551e-02
## club_position.CAM 5.529858e-05 9.910846e-03 4.421951e-02
## club_position.CB 4.284380e-05 7.905597e-03 3.527263e-02
## club_position.CDM -2.782333e-05 7.566779e-03 3.376092e-02
## club_position.CF -4.929350e-05 1.580574e-03 7.052091e-03
## club_position.CM 7.327830e-05 5.331120e-03 2.378602e-02
## club_position.LAM -5.496452e-05 2.736437e-03 1.220924e-02
## club_position.LB -1.367300e-04 1.306161e-02 5.827735e-02
## club_position.LCB -1.468157e-04 1.497670e-02 6.682200e-02
## club_position.LCM 9.087832e-05 1.245573e-02 5.557410e-02
## club_position.LDM 5.892158e-05 8.702536e-03 3.882836e-02
## club_position.LF -1.282144e-04 3.323693e-03 1.482942e-02
## club_position.LM -3.689002e-05 1.162659e-02 5.187471e-02
## club_position.LS 1.311384e-04 8.314105e-03 3.709529e-02
## club_position.LW -2.251240e-04 7.771920e-03 3.467620e-02
## club_position.LWB 6.266554e-05 6.217150e-03 2.773924e-02
## club_position.RAM 8.404993e-05 2.462377e-03 1.098646e-02
## club_position.RB -9.950111e-05 1.308723e-02 5.839168e-02
## club_position.RCB 2.018989e-05 1.515063e-02 6.759800e-02
## club_position.RCM -6.065329e-05 1.248276e-02 5.569471e-02
## club_position.RDM 1.174604e-04 8.702536e-03 3.882836e-02
## club_position.RES -4.268187e-06 2.769471e-02 1.235663e-01
## club_position.RF 1.623006e-04 3.480476e-03 1.552894e-02
## club_position.RM -3.385435e-05 1.159733e-02 5.174415e-02
## club_position.RS 1.023143e-04 8.602109e-03 3.838028e-02
## club_position.RW -9.773461e-05 7.883482e-03 3.517396e-02
## club_position.RWB 3.793113e-05 6.188759e-03 2.761257e-02
## club_position.ST 2.133122e-06 1.246926e-02 5.563444e-02
## club_position.SUB 7.287867e-05 3.739729e-02 1.668566e-01
## club_contract_valid_until.2021 2.006184e-04 1.216456e-02 -6.278984e-02
## club_contract_valid_until.2022 2.497378e-05 1.846123e-02 -9.529141e-02
## club_contract_valid_until.2023 -3.032329e-05 1.670645e-02 -8.623373e-02
## club_contract_valid_until.2024 -8.353108e-05 1.466347e-02 -7.568850e-02
## club_contract_valid_until.2025 -4.558952e-05 1.046526e-02 -5.401859e-02
## club_contract_valid_until.2026 -6.480132e-05 6.008598e-03 -3.101460e-02
## club_contract_valid_until.2027 -2.227709e-04 1.139299e-03 -5.880724e-03
## club_contract_valid_until.2028 -9.184658e-05 3.046141e-04 -1.572328e-03
## club_contract_valid_until.2031 -7.149628e-05 3.046141e-04 -1.572328e-03
## preferred_foot.Left -2.123636e-05 1.529195e-03 5.622893e-02
## preferred_foot.Right 2.123636e-05 1.529195e-03 5.622893e-02
## weak_foot.1 -1.924309e-04 -1.450376e-03 -2.049988e-03
## weak_foot.2 3.306012e-05 -1.182950e-02 -1.672004e-02
## weak_foot.3 -5.162237e-05 -1.456688e-02 -2.058910e-02
## weak_foot.4 1.074482e-05 -1.106766e-02 -1.564323e-02
## weak_foot.5 1.354628e-04 -3.846587e-03 -5.436836e-03
## skill_moves.2 -1.573985e-05 2.901201e-01 -3.683866e-01
## skill_moves.3 6.520202e-05 2.817440e-01 -3.577509e-01
## skill_moves.4 -9.838402e-05 1.473253e-01 -1.870696e-01
## skill_moves.5 2.056544e-05 3.358142e-02 -4.264078e-02
## international_reputation.1 -4.756529e-05 5.786928e-01 3.427378e-01
## international_reputation.2 -4.222644e-05 5.053737e-01 2.993136e-01
## international_reputation.3 1.101437e-04 2.700611e-01 1.599469e-01
## international_reputation.4 1.184063e-04 1.242203e-01 7.357097e-02
## international_reputation.5 1.034011e-04 4.266720e-02 2.527017e-02
## work_rate.High.High 4.490169e-05 7.295591e-02 -5.067640e-02
## work_rate.High.Low 1.433860e-04 6.255621e-02 -4.345260e-02
## work_rate.High.Medium -3.645591e-05 1.212256e-01 -8.420530e-02
## work_rate.Low.High -2.577723e-06 4.813754e-02 -3.343714e-02
## work_rate.Low.Low 1.105609e-04 1.534100e-02 -1.065611e-02
## work_rate.Low.Medium 7.532480e-05 4.835266e-02 -3.358657e-02
## work_rate.Medium.High -2.051849e-04 9.329740e-02 -6.480594e-02
## work_rate.Medium.Low 2.462334e-06 6.195621e-02 -4.303582e-02
## work_rate.Medium.Medium 4.025201e-05 1.478270e-01 -1.026831e-01
## body_type.Lean..170.. 1.351948e-04 3.912410e-04 7.917761e-04
## body_type.Lean..170.185. -7.105258e-05 9.948346e-04 2.013302e-03
## body_type.Lean..185.. -5.901909e-05 6.717330e-04 1.359423e-03
## body_type.Normal..170.. -3.172099e-05 4.602082e-04 9.313488e-04
## body_type.Normal..170.185. -1.501481e-05 1.141127e-03 2.309362e-03
## body_type.Normal..185.. 1.038012e-04 8.911683e-04 1.803507e-03
## body_type.Stocky..170.. 2.013456e-04 1.770024e-04 3.582095e-04
## body_type.Stocky..170.185. -4.215222e-05 4.095387e-04 8.288062e-04
## body_type.Stocky..185.. -3.391678e-05 2.947686e-04 5.965395e-04
## body_type.Unique -5.744404e-05 2.039115e-04 4.126670e-04
## real_face.No 4.168388e-05 -6.209198e-04 -6.058891e-02
## real_face.Yes -4.168388e-05 -6.209198e-04 -6.058891e-02
## pace -4.039005e-03 1.823736e-15 -1.906922e-15
## shooting 4.822643e-02 1.639249e-14 -4.826475e-15
## passing 1.450447e-02 7.709762e-16 -1.154187e-15
## dribbling 1.271909e-03 -1.978029e-14 8.019301e-16
## defending -8.784410e-01 -6.686492e-15 -1.192412e-15
## physic -1.500255e-02 1.664109e-14 4.605799e-15
## attacking_crossing -4.066535e-03 -9.636389e-16 5.523332e-16
## attacking_finishing -2.485626e-02 -8.514700e-15 2.661655e-15
## attacking_heading_accuracy 6.312605e-02 6.621223e-16 1.791644e-17
## attacking_short_passing -4.615664e-03 -4.586175e-16 3.464026e-17
## attacking_volleys -2.039054e-03 -1.741229e-16 2.245112e-16
## skill_dribbling -6.001544e-04 1.125887e-14 -4.819838e-16
## skill_curve -9.093344e-04 2.417771e-16 5.498260e-16
## skill_fk_accuracy -9.096760e-04 3.881444e-17 -9.595189e-17
## skill_long_passing -2.686338e-03 6.125742e-16 1.487525e-16
## skill_ball_control -1.061028e-04 5.941211e-15 -2.115143e-16
## movement_acceleration 1.463743e-03 2.283059e-16 8.694929e-16
## movement_sprint_speed 2.558985e-03 -2.162875e-15 1.123477e-15
## movement_agility 2.546503e-05 2.447912e-15 -6.461845e-17
## movement_reactions -2.436506e-04 9.213550e-16 -7.147603e-17
## movement_balance -1.169014e-04 1.372166e-15 -2.894142e-16
## power_shot_power -9.330262e-03 -3.220785e-15 8.209037e-16
## power_jumping 1.014115e-03 -1.406752e-15 -1.518967e-16
## power_stamina 4.371177e-03 -4.766370e-15 -1.171968e-15
## power_strength 9.726989e-03 -9.362411e-15 -2.786308e-15
## power_long_shots -1.093588e-02 -3.663085e-15 1.324570e-15
## mentality_aggression 3.880916e-03 -6.018840e-15 -1.428491e-15
## mentality_interceptions 2.010420e-01 2.648923e-15 -4.553649e-16
## mentality_positioning -2.562277e-03 -1.219944e-15 1.035413e-16
## mentality_vision -3.859092e-03 -1.760744e-16 3.393553e-17
## mentality_penalties -2.054173e-03 -1.902612e-15 1.803232e-16
## mentality_composure -1.805490e-04 1.400572e-15 1.103176e-16
## defending_marking_awareness 2.833828e-01 9.806609e-17 4.685786e-16
## defending_standing_tackle 2.999717e-01 9.801188e-16 5.572799e-17
## defending_sliding_tackle 9.914425e-02 2.676678e-15 9.626631e-16
## goalkeeping_diving -1.610776e-05 -6.559194e-16 1.271413e-16
## goalkeeping_handling -2.074674e-04 -9.475927e-17 -3.301396e-17
## goalkeeping_kicking 1.163112e-04 1.359590e-16 1.816039e-16
## goalkeeping_positioning 6.247800e-07 3.614730e-16 9.944844e-17
## goalkeeping_reflexes 1.512524e-04 -5.664956e-16 2.762005e-17
## PC118 PC119 PC120
## potential 0.000000e+00 0.000000e+00 0.000000e+00
## value_eur -5.021157e-15 -2.537033e-16 -1.452831e-16
## wage_eur 9.480219e-16 1.749510e-15 2.430147e-16
## age -1.511706e-15 5.218620e-16 -2.096245e-16
## height_cm -9.200728e-16 1.120617e-15 2.546061e-17
## weight_kg 1.254617e-15 -1.817003e-15 -2.389250e-16
## league_level.1 9.706549e-02 8.543011e-02 -2.058465e-02
## league_level.2 7.841581e-02 6.901599e-02 -1.662962e-02
## league_level.3 5.539409e-02 4.875392e-02 -1.174741e-02
## league_level.4 4.034604e-02 3.550970e-02 -8.556174e-03
## league_level.5 9.062093e-03 7.975806e-03 -1.921795e-03
## club_position.CAM -7.331464e-02 -4.658335e-02 -4.689927e-02
## club_position.CB -5.848098e-02 -3.715820e-02 -3.741020e-02
## club_position.CDM -5.597461e-02 -3.556567e-02 -3.580688e-02
## club_position.CF -1.169216e-02 -7.429074e-03 -7.479457e-03
## club_position.CM -3.943651e-02 -2.505754e-02 -2.522748e-02
## club_position.LAM -2.024256e-02 -1.286191e-02 -1.294914e-02
## club_position.LB -9.662212e-02 -6.139267e-02 -6.180903e-02
## club_position.LCB -1.107889e-01 -7.039410e-02 -7.087150e-02
## club_position.LCM -9.214022e-02 -5.854492e-02 -5.894197e-02
## club_position.LDM -6.437627e-02 -4.090400e-02 -4.118141e-02
## club_position.LF -2.458673e-02 -1.562215e-02 -1.572810e-02
## club_position.LM -8.600674e-02 -5.464777e-02 -5.501839e-02
## club_position.LS -6.150289e-02 -3.907828e-02 -3.934331e-02
## club_position.LW -5.749212e-02 -3.652988e-02 -3.677763e-02
## club_position.LWB -4.599084e-02 -2.922209e-02 -2.942027e-02
## club_position.RAM -1.821522e-02 -1.157376e-02 -1.165225e-02
## club_position.RB -9.681167e-02 -6.151311e-02 -6.193029e-02
## club_position.RCB -1.120755e-01 -7.121158e-02 -7.169453e-02
## club_position.RCM -9.234019e-02 -5.867198e-02 -5.906989e-02
## club_position.RDM -6.437627e-02 -4.090400e-02 -4.118141e-02
## club_position.RES -2.048693e-01 -1.301718e-01 -1.310546e-01
## club_position.RF -2.574653e-02 -1.635907e-02 -1.647002e-02
## club_position.RM -8.579027e-02 -5.451023e-02 -5.487991e-02
## club_position.RS -6.363337e-02 -4.043197e-02 -4.070617e-02
## club_position.RW -5.831739e-02 -3.705425e-02 -3.730555e-02
## club_position.RWB -4.578082e-02 -2.908865e-02 -2.928593e-02
## club_position.ST -9.224026e-02 -5.860849e-02 -5.900596e-02
## club_position.SUB -2.766433e-01 -1.757762e-01 -1.769683e-01
## club_contract_valid_until.2021 2.616231e-02 4.308181e-02 2.340061e-02
## club_contract_valid_until.2022 3.970457e-02 6.538201e-02 3.551334e-02
## club_contract_valid_until.2023 3.593056e-02 5.916730e-02 3.213771e-02
## club_contract_valid_until.2024 3.153673e-02 5.193193e-02 2.820770e-02
## club_contract_valid_until.2025 2.250764e-02 3.706361e-02 2.013172e-02
## club_contract_valid_until.2026 1.292269e-02 2.127996e-02 1.155857e-02
## club_contract_valid_until.2027 2.450290e-03 4.034924e-03 2.191636e-03
## club_contract_valid_until.2028 6.551335e-04 1.078817e-03 5.859773e-04
## club_contract_valid_until.2031 6.551335e-04 1.078817e-03 5.859773e-04
## preferred_foot.Left -1.046151e-01 -3.988440e-03 6.505720e-01
## preferred_foot.Right -1.046151e-01 -3.988440e-03 6.505720e-01
## weak_foot.1 -1.231196e-02 -9.506570e-03 -6.801731e-03
## weak_foot.2 -1.004184e-01 -7.753714e-02 -5.547603e-02
## weak_foot.3 -1.236555e-01 -9.547945e-02 -6.831333e-02
## weak_foot.4 -9.395121e-02 -7.254357e-02 -5.190324e-02
## weak_foot.5 -3.265294e-02 -2.521267e-02 -1.803908e-02
## skill_moves.2 -6.272323e-02 -8.832616e-02 -4.148592e-02
## skill_moves.3 -6.091236e-02 -8.577611e-02 -4.028818e-02
## skill_moves.4 -3.185135e-02 -4.485272e-02 -2.106688e-02
## skill_moves.5 -7.260220e-03 -1.022376e-02 -4.801999e-03
## international_reputation.1 1.526720e-01 9.022605e-02 8.175013e-03
## international_reputation.2 1.333288e-01 7.879460e-02 7.139257e-03
## international_reputation.3 7.124811e-02 4.210618e-02 3.815069e-03
## international_reputation.4 3.277207e-02 1.936763e-02 1.754822e-03
## international_reputation.5 1.125656e-02 6.652395e-03 6.027463e-04
## work_rate.High.High -1.699505e-01 -7.953764e-02 4.567188e-02
## work_rate.High.Low -1.457244e-01 -6.819973e-02 3.916146e-02
## work_rate.High.Medium -2.823944e-01 -1.321619e-01 7.588966e-02
## work_rate.Low.High -1.121362e-01 -5.248028e-02 3.013508e-02
## work_rate.Low.Low -3.573678e-02 -1.672499e-02 9.603775e-03
## work_rate.Low.Medium -1.126373e-01 -5.271480e-02 3.026975e-02
## work_rate.Medium.High -2.173359e-01 -1.017142e-01 5.840607e-02
## work_rate.Medium.Low -1.443267e-01 -6.754559e-02 3.878584e-02
## work_rate.Medium.Medium -3.443622e-01 -1.611632e-01 9.254267e-02
## body_type.Lean..170.. -9.450265e-02 1.629075e-01 -1.747007e-02
## body_type.Lean..170.185. -2.402982e-01 4.142359e-01 -4.442231e-02
## body_type.Lean..185.. -1.622543e-01 2.797007e-01 -2.999487e-02
## body_type.Normal..170.. -1.111614e-01 1.916246e-01 -2.054966e-02
## body_type.Normal..170.185. -2.756346e-01 4.751502e-01 -5.095470e-02
## body_type.Normal..185.. -2.152580e-01 3.710706e-01 -3.979330e-02
## body_type.Stocky..170.. -4.275419e-02 7.370143e-02 -7.903679e-03
## body_type.Stocky..170.185. -9.892239e-02 1.705265e-01 -1.828712e-02
## body_type.Stocky..185.. -7.120013e-02 1.227377e-01 -1.316229e-02
## body_type.Unique -4.925398e-02 8.490603e-02 -9.105251e-03
## real_face.No 1.144895e-01 6.213280e-02 -9.859357e-03
## real_face.Yes 1.144895e-01 6.213280e-02 -9.859357e-03
## pace -1.424858e-15 5.128276e-17 1.690596e-15
## shooting -1.240544e-15 -2.670824e-15 -3.550654e-15
## passing -9.200540e-16 2.125036e-17 1.210458e-15
## dribbling 3.959506e-16 3.761748e-15 -3.782239e-15
## defending -3.434536e-15 1.608793e-15 -1.336333e-15
## physic -3.773024e-16 -2.676678e-15 -3.725319e-15
## attacking_crossing 3.866265e-16 -1.149254e-17 -4.235978e-16
## attacking_finishing 5.989675e-16 1.007874e-15 1.442856e-15
## attacking_heading_accuracy 2.719179e-16 -5.486063e-17 1.379105e-16
## attacking_short_passing 2.680148e-16 1.769418e-16 -6.223320e-16
## attacking_volleys 1.799776e-16 2.254056e-16 3.001072e-16
## skill_dribbling -2.065947e-16 -1.846972e-15 2.174422e-15
## skill_curve 1.356337e-16 -2.452465e-16 -2.187378e-16
## skill_fk_accuracy -2.658464e-16 2.660632e-16 1.140581e-16
## skill_long_passing 3.469447e-16 1.301043e-16 -2.090342e-16
## skill_ball_control 8.565197e-18 -1.230895e-15 1.111849e-15
## movement_acceleration 5.293075e-16 1.739873e-16 -5.991572e-16
## movement_sprint_speed 1.059482e-15 -2.313687e-16 -1.186985e-15
## movement_agility 1.105886e-16 -4.367166e-16 5.147792e-16
## movement_reactions 2.324529e-16 -1.064687e-16 1.908196e-16
## movement_balance 7.741204e-17 -3.376206e-16 1.755865e-16
## power_shot_power -2.818926e-18 7.691330e-16 7.448469e-16
## power_jumping -3.361027e-17 2.061068e-16 9.367507e-17
## power_stamina 2.025290e-16 7.008283e-16 1.028257e-15
## power_strength 2.070013e-16 1.797472e-15 2.439889e-15
## power_long_shots 5.533768e-16 7.524363e-16 6.561592e-16
## mentality_aggression 9.887924e-17 7.624110e-16 9.853229e-16
## mentality_interceptions 5.368969e-16 -2.441623e-16 5.833008e-16
## mentality_positioning -3.018419e-16 2.478486e-16 6.305720e-16
## mentality_vision 3.254775e-16 -2.003606e-16 -3.877107e-16
## mentality_penalties 1.712497e-16 -6.602791e-17 3.298143e-16
## mentality_composure -7.806256e-17 -5.893723e-16 1.392116e-16
## defending_marking_awareness 1.517233e-15 -1.006573e-15 6.917210e-17
## defending_standing_tackle 1.153591e-16 -2.402592e-16 2.419939e-16
## defending_sliding_tackle 1.147520e-15 -4.128642e-16 6.314393e-16
## goalkeeping_diving -1.173310e-17 1.127198e-16 -1.043426e-16
## goalkeeping_handling -1.014813e-16 -3.751340e-17 -3.144186e-17
## goalkeeping_kicking -1.422473e-16 6.657001e-17 -1.305379e-16
## goalkeeping_positioning 2.879641e-16 4.174178e-17 2.857957e-16
## goalkeeping_reflexes -1.994932e-16 -1.715208e-16 1.214306e-16
## PC121 PC122 PC123
## potential 0.000000e+00 0.000000e+00 0.000000e+00
## value_eur -1.006140e-16 -3.764350e-16 -4.423545e-17
## wage_eur 9.211382e-16 -1.132503e-16 6.112882e-16
## age -1.711694e-16 2.190109e-17 -1.931856e-16
## height_cm 2.109271e-16 4.119347e-16 6.537605e-16
## weight_kg -4.438861e-16 4.720292e-17 1.366433e-17
## league_level.1 -4.494770e-02 1.618684e-01 -4.062788e-01
## league_level.2 -3.631167e-02 1.307678e-01 -3.282184e-01
## league_level.3 -2.565111e-02 9.237631e-02 -2.318584e-01
## league_level.4 -1.868287e-02 6.728188e-02 -1.688730e-01
## league_level.5 -4.196345e-03 1.511213e-02 -3.793043e-02
## club_position.CAM -6.964150e-02 5.634599e-02 -4.284864e-02
## club_position.CB -5.555103e-02 4.494558e-02 -3.417913e-02
## club_position.CDM -5.317022e-02 4.301930e-02 -3.271428e-02
## club_position.CF -1.110637e-02 8.986012e-03 -6.833466e-03
## club_position.CM -3.746070e-02 3.030894e-02 -2.304862e-02
## club_position.LAM -1.922839e-02 1.555742e-02 -1.183074e-02
## club_position.LB -9.178125e-02 7.425896e-02 -5.647067e-02
## club_position.LCB -1.052383e-01 8.514685e-02 -6.475042e-02
## club_position.LCM -8.752390e-02 7.081439e-02 -5.385123e-02
## club_position.LDM -6.115095e-02 4.947640e-02 -3.762462e-02
## club_position.LF -2.335491e-02 1.889614e-02 -1.436968e-02
## club_position.LM -8.169771e-02 6.610050e-02 -5.026652e-02
## club_position.LS -5.842153e-02 4.726806e-02 -3.594528e-02
## club_position.LW -5.461170e-02 4.418559e-02 -3.360119e-02
## club_position.LWB -4.368665e-02 3.534627e-02 -2.687928e-02
## club_position.RAM -1.730262e-02 1.399932e-02 -1.064586e-02
## club_position.RB -9.196131e-02 7.440464e-02 -5.658145e-02
## club_position.RCB -1.064604e-01 8.613565e-02 -6.550237e-02
## club_position.RCM -8.771385e-02 7.096808e-02 -5.396810e-02
## club_position.RDM -6.115095e-02 4.947640e-02 -3.762462e-02
## club_position.RES -1.946051e-01 1.574523e-01 -1.197356e-01
## club_position.RF -2.445660e-02 1.978750e-02 -1.504752e-02
## club_position.RM -8.149209e-02 6.593414e-02 -5.014001e-02
## club_position.RS -6.044527e-02 4.890544e-02 -3.719044e-02
## club_position.RW -5.539563e-02 4.481985e-02 -3.408352e-02
## club_position.RWB -4.348716e-02 3.518487e-02 -2.675654e-02
## club_position.ST -8.761893e-02 7.089128e-02 -5.390970e-02
## club_position.SUB -2.627832e-01 2.126143e-01 -1.616838e-01
## club_contract_valid_until.2021 -2.854102e-01 -1.843478e-01 3.648134e-02
## club_contract_valid_until.2022 -4.331455e-01 -2.797708e-01 5.536498e-02
## club_contract_valid_until.2023 -3.919740e-01 -2.531779e-01 5.010240e-02
## club_contract_valid_until.2024 -3.440408e-01 -2.222177e-01 4.397555e-02
## club_contract_valid_until.2025 -2.455406e-01 -1.585959e-01 3.138518e-02
## club_contract_valid_until.2026 -1.409763e-01 -9.105732e-02 1.801970e-02
## club_contract_valid_until.2027 -2.673073e-02 -1.726551e-02 3.416742e-03
## club_contract_valid_until.2028 -7.146989e-03 -4.616275e-03 9.135334e-04
## club_contract_valid_until.2031 -7.146989e-03 -4.616275e-03 9.135334e-04
## preferred_foot.Left -9.198140e-02 2.173699e-01 -2.996319e-02
## preferred_foot.Right -9.198140e-02 2.173699e-01 -2.996319e-02
## weak_foot.1 1.306581e-02 4.074281e-03 1.008803e-02
## weak_foot.2 1.065669e-01 3.323050e-02 8.227966e-02
## weak_foot.3 1.312268e-01 4.092013e-02 1.013194e-01
## weak_foot.4 9.970374e-02 3.109038e-02 7.698066e-02
## weak_foot.5 3.465224e-02 1.080553e-02 2.675479e-02
## skill_moves.2 -3.022279e-02 2.068404e-01 3.474683e-01
## skill_moves.3 -2.935023e-02 2.008687e-01 3.374366e-01
## skill_moves.4 -1.534737e-02 1.050352e-01 1.764471e-01
## skill_moves.5 -3.498290e-03 2.394179e-02 4.021948e-02
## international_reputation.1 2.565507e-02 -4.759697e-02 -4.490465e-03
## international_reputation.2 2.240463e-02 -4.156654e-02 -3.921533e-03
## international_reputation.3 1.197256e-02 -2.221228e-02 -2.095585e-03
## international_reputation.4 5.507033e-03 -1.021701e-02 -9.639085e-04
## international_reputation.5 1.891556e-03 -3.509340e-03 -3.310834e-04
## work_rate.High.High 7.921806e-02 -1.671332e-01 -5.557804e-02
## work_rate.High.Low 6.792571e-02 -1.433087e-01 -4.765552e-02
## work_rate.High.Medium 1.316309e-01 -2.777131e-01 -9.235000e-02
## work_rate.Low.High 5.226942e-02 -1.102773e-01 -3.667133e-02
## work_rate.Low.Low 1.665779e-02 -3.514437e-02 -1.168682e-02
## work_rate.Low.Medium 5.250300e-02 -1.107701e-01 -3.683520e-02
## work_rate.Medium.High 1.013056e-01 -2.137331e-01 -7.107425e-02
## work_rate.Medium.Low 6.727420e-02 -1.419342e-01 -4.719843e-02
## work_rate.Medium.Medium 1.605156e-01 -3.386537e-01 -1.126150e-01
## body_type.Lean..170.. 7.930018e-03 1.304032e-02 1.139768e-02
## body_type.Lean..170.185. 2.016418e-02 3.315848e-02 2.898163e-02
## body_type.Lean..185.. 1.361528e-02 2.238930e-02 1.956900e-02
## body_type.Normal..170.. 9.327905e-03 1.533904e-02 1.340684e-02
## body_type.Normal..170.185. 2.312937e-02 3.803451e-02 3.324344e-02
## body_type.Normal..185.. 1.806298e-02 2.970322e-02 2.596161e-02
## body_type.Stocky..170.. 3.587640e-03 5.899604e-03 5.156453e-03
## body_type.Stocky..170.185. 8.300892e-03 1.365019e-02 1.193073e-02
## body_type.Stocky..185.. 5.974629e-03 9.824829e-03 8.587231e-03
## body_type.Unique 4.133058e-03 6.796503e-03 5.940372e-03
## real_face.No 8.963365e-02 -4.993012e-02 -3.289408e-01
## real_face.Yes 8.963365e-02 -4.993012e-02 -3.289408e-01
## pace -1.864177e-15 -2.592327e-15 2.628540e-15
## shooting 2.893952e-15 -1.745023e-15 -2.030494e-15
## passing 1.404692e-15 2.671257e-15 -2.722757e-15
## dribbling -2.291353e-15 5.530515e-16 2.706602e-15
## defending 2.299810e-15 -2.764932e-15 -2.782388e-15
## physic -1.951998e-15 -1.311885e-15 -2.334504e-15
## attacking_crossing -4.687006e-16 -1.158253e-15 5.022024e-16
## attacking_finishing -1.397103e-15 9.884671e-16 1.125077e-15
## attacking_heading_accuracy -5.603157e-16 2.892651e-16 -2.970714e-17
## attacking_short_passing 5.854692e-17 -7.823603e-16 8.482798e-16
## attacking_volleys -5.154297e-16 2.923009e-16 2.907830e-16
## skill_dribbling 1.512205e-15 -2.265440e-16 -1.289808e-15
## skill_curve -7.676151e-17 -1.986258e-16 1.514630e-16
## skill_fk_accuracy -1.023487e-16 -8.500145e-17 2.081668e-17
## skill_long_passing -7.199102e-16 -6.427150e-16 2.628106e-16
## skill_ball_control 5.319096e-16 -1.168770e-16 -9.571337e-16
## movement_acceleration 6.821800e-16 1.266511e-15 -1.092822e-15
## movement_sprint_speed 9.393528e-16 1.466709e-15 -1.477551e-15
## movement_agility 4.770490e-16 3.556183e-17 -2.142383e-16
## movement_reactions 2.090342e-16 -1.574262e-16 -1.045171e-16
## movement_balance 1.681598e-16 -2.611843e-16 -2.371150e-16
## power_shot_power -4.792174e-16 2.142383e-16 3.541004e-16
## power_jumping 1.229485e-16 3.523657e-16 1.899522e-16
## power_stamina 3.374037e-16 9.150666e-17 7.433290e-16
## power_strength 1.360457e-15 5.678509e-16 1.344844e-15
## power_long_shots -6.496539e-16 3.287301e-16 2.766884e-16
## mentality_aggression 7.780235e-16 5.898060e-16 8.925152e-16
## mentality_interceptions -9.141993e-16 9.089951e-16 4.631712e-16
## mentality_positioning -1.843144e-16 -1.296706e-16 -1.639314e-16
## mentality_vision -3.027092e-16 -6.607128e-16 6.641823e-16
## mentality_penalties -6.895526e-17 6.548581e-17 2.964209e-16
## mentality_composure 1.170938e-16 8.760354e-17 2.246467e-16
## defending_marking_awareness -8.164042e-16 9.484601e-16 1.005923e-15
## defending_standing_tackle -9.072604e-16 6.990936e-16 9.974660e-16
## defending_sliding_tackle 1.752071e-16 3.885781e-16 3.642919e-16
## goalkeeping_diving -1.113001e-17 -1.017219e-16 5.858419e-17
## goalkeeping_handling -1.149254e-16 -1.639314e-16 -3.209238e-17
## goalkeeping_kicking -4.770490e-17 1.765081e-16 -8.153200e-17
## goalkeeping_positioning -3.361027e-17 1.346579e-16 -1.975416e-16
## goalkeeping_reflexes 1.565588e-16 -6.635317e-17 6.808790e-17
## PC124 PC125
## potential 0.000000e+00 0.000000e+00
## value_eur 8.231805e-17 -2.878557e-16
## wage_eur -4.456125e-16 1.431836e-15
## age -1.276147e-16 1.657039e-17
## height_cm -8.814702e-19 -3.642225e-16
## weight_kg 3.488227e-17 -2.171596e-16
## league_level.1 1.070865e-01 2.726243e-01
## league_level.2 8.651142e-02 2.202436e-01
## league_level.3 6.111296e-02 1.555834e-01
## league_level.4 4.451135e-02 1.133185e-01
## league_level.5 9.997659e-03 2.545237e-02
## club_position.CAM -8.343187e-03 -1.451768e-02
## club_position.CB -6.655121e-03 -1.158034e-02
## club_position.CDM -6.369896e-03 -1.108403e-02
## club_position.CF -1.330565e-03 -2.315267e-03
## club_position.CM -4.487865e-03 -7.809171e-03
## club_position.LAM -2.303598e-03 -4.008407e-03
## club_position.LB -1.099557e-02 -1.913300e-02
## club_position.LCB -1.260775e-02 -2.193829e-02
## club_position.LCM -1.048553e-02 -1.824550e-02
## club_position.LDM -7.326003e-03 -1.274771e-02
## club_position.LF -2.797964e-03 -4.868636e-03
## club_position.LM -9.787544e-03 -1.703095e-02
## club_position.LS -6.999013e-03 -1.217873e-02
## club_position.LW -6.542588e-03 -1.138452e-02
## club_position.LWB -5.233745e-03 -9.107051e-03
## club_position.RAM -2.072888e-03 -3.606957e-03
## club_position.RB -1.101714e-02 -1.917053e-02
## club_position.RCB -1.275416e-02 -2.219306e-02
## club_position.RCM -1.050829e-02 -1.828509e-02
## club_position.RDM -7.326003e-03 -1.274771e-02
## club_position.RES -2.331407e-02 -4.056797e-02
## club_position.RF -2.929948e-03 -5.098297e-03
## club_position.RM -9.762911e-03 -1.698809e-02
## club_position.RS -7.241461e-03 -1.260060e-02
## club_position.RW -6.636504e-03 -1.154794e-02
## club_position.RWB -5.209846e-03 -9.065464e-03
## club_position.ST -1.049692e-02 -1.826531e-02
## club_position.SUB -3.148193e-02 -5.478057e-02
## club_contract_valid_until.2021 7.874976e-02 -2.820637e-02
## club_contract_valid_until.2022 1.195126e-01 -4.280668e-02
## club_contract_valid_until.2023 1.081526e-01 -3.873780e-02
## club_contract_valid_until.2024 9.492700e-02 -3.400069e-02
## club_contract_valid_until.2025 6.774903e-02 -2.426616e-02
## club_contract_valid_until.2026 3.889789e-02 -1.393234e-02
## club_contract_valid_until.2027 7.375486e-03 -2.641731e-03
## club_contract_valid_until.2028 1.971982e-03 -7.063189e-04
## club_contract_valid_until.2031 1.971982e-03 -7.063189e-04
## preferred_foot.Left 5.990380e-02 -4.934898e-02
## preferred_foot.Right 5.990380e-02 -4.934898e-02
## weak_foot.1 6.065865e-02 -4.079928e-03
## weak_foot.2 4.947419e-01 -3.327656e-02
## weak_foot.3 6.092265e-01 -4.097685e-02
## weak_foot.4 4.628793e-01 -3.113347e-02
## weak_foot.5 1.608747e-01 -1.082050e-02
## skill_moves.2 -1.154450e-01 -2.012580e-01
## skill_moves.3 -1.121120e-01 -1.954475e-01
## skill_moves.4 -5.862387e-02 -1.022004e-01
## skill_moves.5 -1.336277e-02 -2.329563e-02
## international_reputation.1 7.100811e-02 1.673313e-02
## international_reputation.2 6.201153e-02 1.461308e-02
## international_reputation.3 3.313766e-02 7.808923e-03
## international_reputation.4 1.524237e-02 3.591879e-03
## international_reputation.5 5.235450e-03 1.233739e-03
## work_rate.High.High -3.718474e-02 1.809587e-02
## work_rate.High.Low -3.188414e-02 1.551634e-02
## work_rate.High.Medium -6.178719e-02 3.006859e-02
## work_rate.Low.High -2.453512e-02 1.193996e-02
## work_rate.Low.Low -7.819119e-03 3.805156e-03
## work_rate.Low.Medium -2.464476e-02 1.199332e-02
## work_rate.Medium.High -4.755255e-02 2.314134e-02
## work_rate.Medium.Low -3.157833e-02 1.536752e-02
## work_rate.Medium.Medium -7.534560e-02 3.666676e-02
## body_type.Lean..170.. -5.321702e-04 -7.132800e-03
## body_type.Lean..170.185. -1.353185e-03 -1.813705e-02
## body_type.Lean..185.. -9.136984e-04 -1.224651e-02
## body_type.Normal..170.. -6.259801e-04 -8.390156e-03
## body_type.Normal..170.185. -1.552173e-03 -2.080414e-02
## body_type.Normal..185.. -1.212177e-03 -1.624708e-02
## body_type.Stocky..170.. -2.407605e-04 -3.226969e-03
## body_type.Stocky..170.185. -5.570589e-04 -7.466389e-03
## body_type.Stocky..185.. -4.009473e-04 -5.373990e-03
## body_type.Unique -2.773626e-04 -3.717555e-03
## real_face.No 2.821835e-02 -5.997813e-01
## real_face.Yes 2.821835e-02 -5.997813e-01
## pace 3.312305e-16 -1.946251e-15
## shooting 1.620103e-15 9.746164e-16
## passing 1.605917e-15 1.516514e-15
## dribbling 3.979598e-15 -4.781332e-17
## defending 2.447837e-15 2.592097e-15
## physic -2.791821e-18 4.862105e-16
## attacking_crossing -4.367810e-16 -3.327959e-16
## attacking_finishing -9.164253e-16 -4.603658e-16
## attacking_heading_accuracy -6.089150e-17 -2.139131e-16
## attacking_short_passing -4.319190e-16 -1.978669e-16
## attacking_volleys 8.331416e-17 3.610393e-17
## skill_dribbling -2.162617e-15 -9.092899e-17
## skill_curve -2.457412e-16 -6.147426e-17
## skill_fk_accuracy -6.342583e-18 -3.127923e-16
## skill_long_passing -2.168675e-16 -3.182133e-16
## skill_ball_control -1.416408e-15 3.320369e-17
## movement_acceleration 1.629437e-16 9.584008e-16
## movement_sprint_speed -4.025507e-16 1.146110e-15
## movement_agility -6.047409e-16 2.064321e-16
## movement_reactions -3.415643e-16 3.003240e-17
## movement_balance -2.026103e-16 -1.890578e-16
## power_shot_power -1.892610e-16 -7.356312e-17
## power_jumping 4.323256e-17 -1.483189e-16
## power_stamina 2.634611e-17 -2.051311e-16
## power_strength 9.469828e-19 -3.126907e-16
## power_long_shots -5.806174e-16 -3.729655e-16
## mentality_aggression -3.930233e-18 -2.441623e-16
## mentality_interceptions -5.300393e-16 -5.364632e-16
## mentality_positioning -5.999704e-17 9.757820e-19
## mentality_vision -1.790966e-16 -2.475776e-16
## mentality_penalties -5.467428e-17 -2.251075e-17
## mentality_composure -2.354616e-16 3.491131e-17
## defending_marking_awareness -8.952799e-16 -8.571702e-16
## defending_standing_tackle -8.199821e-16 -6.236331e-16
## defending_sliding_tackle -2.011195e-16 -3.027092e-16
## goalkeeping_diving 2.358044e-17 -5.497625e-17
## goalkeeping_handling 6.972775e-17 -8.673617e-17
## goalkeeping_kicking 1.626303e-17 7.632783e-17
## goalkeeping_positioning -1.662217e-17 3.865181e-17
## goalkeeping_reflexes 2.316669e-16 -4.483176e-17summary(pc_fifa_variables)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 4.1663 3.18624 2.24427 1.82163 1.65196 1.51475 1.4403
## Proportion of Variance 0.1389 0.08122 0.04029 0.02655 0.02183 0.01836 0.0166
## Cumulative Proportion 0.1389 0.22008 0.26038 0.28692 0.30876 0.32711 0.3437
## PC8 PC9 PC10 PC11 PC12 PC13 PC14
## Standard deviation 1.40812 1.30822 1.27674 1.22009 1.21078 1.18470 1.17463
## Proportion of Variance 0.01586 0.01369 0.01304 0.01191 0.01173 0.01123 0.01104
## Cumulative Proportion 0.35957 0.37326 0.38630 0.39821 0.40994 0.42117 0.43220
## PC15 PC16 PC17 PC18 PC19 PC20 PC21
## Standard deviation 1.16094 1.13409 1.12329 1.09892 1.09051 1.07968 1.07174
## Proportion of Variance 0.01078 0.01029 0.01009 0.00966 0.00951 0.00933 0.00919
## Cumulative Proportion 0.44299 0.45328 0.46337 0.47303 0.48255 0.49187 0.50106
## PC22 PC23 PC24 PC25 PC26 PC27 PC28
## Standard deviation 1.06862 1.06418 1.05722 1.05552 1.04730 1.04447 1.0431
## Proportion of Variance 0.00914 0.00906 0.00894 0.00891 0.00877 0.00873 0.0087
## Cumulative Proportion 0.51020 0.51926 0.52820 0.53711 0.54589 0.55461 0.5633
## PC29 PC30 PC31 PC32 PC33 PC34 PC35
## Standard deviation 1.03858 1.03586 1.03145 1.03001 1.02884 1.02597 1.0245
## Proportion of Variance 0.00863 0.00858 0.00851 0.00849 0.00847 0.00842 0.0084
## Cumulative Proportion 0.57195 0.58053 0.58904 0.59753 0.60600 0.61442 0.6228
## PC36 PC37 PC38 PC39 PC40 PC41 PC42
## Standard deviation 1.02292 1.01895 1.01646 1.01566 1.0126 1.01059 1.00875
## Proportion of Variance 0.00837 0.00831 0.00827 0.00825 0.0082 0.00817 0.00814
## Cumulative Proportion 0.63119 0.63949 0.64776 0.65601 0.6642 0.67238 0.68052
## PC43 PC44 PC45 PC46 PC47 PC48 PC49
## Standard deviation 1.00744 1.00710 1.00457 1.00307 1.00125 0.9998 0.99855
## Proportion of Variance 0.00812 0.00811 0.00807 0.00805 0.00802 0.0080 0.00798
## Cumulative Proportion 0.68864 0.69676 0.70483 0.71288 0.72090 0.7289 0.73687
## PC50 PC51 PC52 PC53 PC54 PC55 PC56
## Standard deviation 0.99756 0.99556 0.99461 0.99223 0.99065 0.9873 0.98564
## Proportion of Variance 0.00796 0.00793 0.00791 0.00788 0.00785 0.0078 0.00777
## Cumulative Proportion 0.74483 0.75276 0.76068 0.76855 0.77641 0.7842 0.79197
## PC57 PC58 PC59 PC60 PC61 PC62 PC63
## Standard deviation 0.98372 0.98019 0.97777 0.97704 0.97403 0.9685 0.96280
## Proportion of Variance 0.00774 0.00769 0.00765 0.00764 0.00759 0.0075 0.00742
## Cumulative Proportion 0.79972 0.80740 0.81505 0.82269 0.83028 0.8378 0.84520
## PC64 PC65 PC66 PC67 PC68 PC69 PC70
## Standard deviation 0.95906 0.95323 0.95181 0.9489 0.94255 0.93758 0.91719
## Proportion of Variance 0.00736 0.00727 0.00725 0.0072 0.00711 0.00703 0.00673
## Cumulative Proportion 0.85256 0.85982 0.86707 0.8743 0.88138 0.88842 0.89515
## PC71 PC72 PC73 PC74 PC75 PC76 PC77
## Standard deviation 0.9081 0.89356 0.89096 0.87267 0.82100 0.81889 0.79992
## Proportion of Variance 0.0066 0.00639 0.00635 0.00609 0.00539 0.00536 0.00512
## Cumulative Proportion 0.9017 0.90813 0.91448 0.92057 0.92596 0.93133 0.93645
## PC78 PC79 PC80 PC81 PC82 PC83 PC84
## Standard deviation 0.79117 0.74762 0.71387 0.69318 0.67855 0.6327 0.61441
## Proportion of Variance 0.00501 0.00447 0.00408 0.00384 0.00368 0.0032 0.00302
## Cumulative Proportion 0.94146 0.94593 0.95000 0.95385 0.95753 0.9607 0.96375
## PC85 PC86 PC87 PC88 PC89 PC90 PC91
## Standard deviation 0.59816 0.58453 0.57952 0.55179 0.52117 0.50349 0.48106
## Proportion of Variance 0.00286 0.00273 0.00269 0.00244 0.00217 0.00203 0.00185
## Cumulative Proportion 0.96662 0.96935 0.97204 0.97447 0.97665 0.97867 0.98052
## PC92 PC93 PC94 PC95 PC96 PC97 PC98
## Standard deviation 0.47183 0.47077 0.45294 0.44340 0.4330 0.39872 0.38432
## Proportion of Variance 0.00178 0.00177 0.00164 0.00157 0.0015 0.00127 0.00118
## Cumulative Proportion 0.98231 0.98408 0.98572 0.98729 0.9888 0.99006 0.99125
## PC99 PC100 PC101 PC102 PC103 PC104 PC105
## Standard deviation 0.37420 0.36230 0.34564 0.33909 0.32944 0.32804 0.31118
## Proportion of Variance 0.00112 0.00105 0.00096 0.00092 0.00087 0.00086 0.00077
## Cumulative Proportion 0.99237 0.99342 0.99437 0.99529 0.99616 0.99702 0.99780
## PC106 PC107 PC108 PC109 PC110 PC111 PC112
## Standard deviation 0.30838 0.28249 0.26317 0.16905 0.02526 0.02492 0.02317
## Proportion of Variance 0.00076 0.00064 0.00055 0.00023 0.00001 0.00000 0.00000
## Cumulative Proportion 0.99856 0.99919 0.99975 0.99998 0.99998 0.99999 0.99999
## PC113 PC114 PC115 PC116 PC117 PC118
## Standard deviation 0.02122 0.01749 0.01561 3.974e-14 7.588e-15 4.979e-15
## Proportion of Variance 0.00000 0.00000 0.00000 0.000e+00 0.000e+00 0.000e+00
## Cumulative Proportion 1.00000 1.00000 1.00000 1.000e+00 1.000e+00 1.000e+00
## PC119 PC120 PC121 PC122 PC123
## Standard deviation 3.885e-15 3.648e-15 3.602e-15 3.45e-15 2.46e-15
## Proportion of Variance 0.000e+00 0.000e+00 0.000e+00 0.00e+00 0.00e+00
## Cumulative Proportion 1.000e+00 1.000e+00 1.000e+00 1.00e+00 1.00e+00
## PC124 PC125
## Standard deviation 1.972e-15 1.753e-15
## Proportion of Variance 0.000e+00 0.000e+00
## Cumulative Proportion 1.000e+00 1.000e+00pc_fifa_variables_var <- pc_fifa_variables$sdev^2
pc_fifa_variables_var## [1] 1.735843e+01 1.015210e+01 5.036732e+00 3.318319e+00 2.728982e+00
## [6] 2.294469e+00 2.074430e+00 1.982799e+00 1.711438e+00 1.630068e+00
## [11] 1.488618e+00 1.465985e+00 1.403505e+00 1.379745e+00 1.347793e+00
## [16] 1.286161e+00 1.261772e+00 1.207631e+00 1.189221e+00 1.165706e+00
## [21] 1.148635e+00 1.141958e+00 1.132477e+00 1.117718e+00 1.114120e+00
## [26] 1.096845e+00 1.090927e+00 1.088107e+00 1.078654e+00 1.073011e+00
## [31] 1.063895e+00 1.060915e+00 1.058503e+00 1.052620e+00 1.049511e+00
## [36] 1.046375e+00 1.038265e+00 1.033190e+00 1.031569e+00 1.025433e+00
## [41] 1.021301e+00 1.017574e+00 1.014926e+00 1.014248e+00 1.009156e+00
## [46] 1.006140e+00 1.002509e+00 9.996272e-01 9.971058e-01 9.951301e-01
## [51] 9.911415e-01 9.892436e-01 9.845181e-01 9.813923e-01 9.747153e-01
## [56] 9.714871e-01 9.677029e-01 9.607745e-01 9.560393e-01 9.546061e-01
## [61] 9.487315e-01 9.378964e-01 9.269909e-01 9.198054e-01 9.086526e-01
## [66] 9.059513e-01 9.004786e-01 8.884077e-01 8.790588e-01 8.412421e-01
## [71] 8.245695e-01 7.984471e-01 7.938167e-01 7.615514e-01 6.740440e-01
## [76] 6.705788e-01 6.398722e-01 6.259525e-01 5.589386e-01 5.096048e-01
## [81] 4.804935e-01 4.604313e-01 4.002941e-01 3.774961e-01 3.577926e-01
## [86] 3.416793e-01 3.358416e-01 3.044700e-01 2.716188e-01 2.535002e-01
## [91] 2.314148e-01 2.226237e-01 2.216222e-01 2.051527e-01 1.966061e-01
## [96] 1.874876e-01 1.589796e-01 1.477051e-01 1.400275e-01 1.312605e-01
## [101] 1.194654e-01 1.149797e-01 1.085288e-01 1.076072e-01 9.683166e-02
## [106] 9.509676e-02 7.980217e-02 6.925653e-02 2.857902e-02 6.380260e-04
## [111] 6.209987e-04 5.367969e-04 4.501857e-04 3.058587e-04 2.436882e-04
## [116] 1.579060e-27 5.757390e-29 2.479025e-29 1.509019e-29 1.331029e-29
## [121] 1.297121e-29 1.190166e-29 6.050425e-30 3.889315e-30 3.073993e-30pc_fifa_variables_PEV <- pc_fifa_variables_var / sum(pc_fifa_variables_var)opar <- par(no.readonly = TRUE)
plot(
cumsum(pc_fifa_variables_PEV),
ylim = c(0,1),
xlab = 'PC',
ylab = 'cumulative PEV',
pch = 20,
col = 'orange'
)
abline(h = 0.8, col = 'red', lty = 'dashed')
pc_fifa_clean <- pc_fifa_variables$x
pc_fifa_clean <- pc_fifa_clean[,-c(59:126)]
pca_set <- cbind(fifa$release_threshold, pc_fifa_clean)
pca_set <- as.data.frame(pca_set)
pca_set$V1 <- as.factor(pca_set$V1)
levels(pca_set$V1)[levels(pca_set$V1)=="1"] <- "0"
levels(pca_set$V1)[levels(pca_set$V1)=="2"] <- "1"
pca_set <- rename(pca_set, release_threshold = V1)write.csv(pca_set, "PCA.csv", row.names = FALSE)Player analysis
player <- read.csv("player_stats.csv")Cleaning and EDA
player$appearances <- as.numeric(player$appearances)## Warning: NAs introduced by coercionplayer$goals <- as.numeric(player$goals)## Warning: NAs introduced by coercionplayer$assists <- as.numeric(player$assists)## Warning: NAs introduced by coercionplayer$yellow.cards <- as.numeric(player$yellow.cards)## Warning: NAs introduced by coercionplayer$second.yellows <- as.numeric(player$second.yellows)## Warning: NAs introduced by coercionplayer$red.cards <- as.numeric(player$red.cards)## Warning: NAs introduced by coercionplayer$starting.lineup.percentage <-as.numeric(player$starting.lineup.percentage)
player$minutes.played.percentage <- as.numeric(player$minutes.played.percentage)
player$goal.participation.percentage <-as.numeric(player$goal.participation.percentage)summary(player)## web.scraper.order web.scraper.start.url footballers X
## Length:250 Length:250 Length:250 Mode:logical
## Class :character Class :character Class :character NA's:250
## Mode :character Mode :character Mode :character
##
##
##
##
## X.1 appearances goals assists
## Mode:logical Min. : 1.00 Min. : 1.00 Min. : 1.00
## NA's:250 1st Qu.:17.00 1st Qu.: 9.00 1st Qu.: 3.00
## Median :27.00 Median :13.00 Median : 6.00
## Mean :23.53 Mean :12.67 Mean : 6.46
## 3rd Qu.:32.00 3rd Qu.:17.00 3rd Qu.: 8.00
## Max. :37.00 Max. :35.00 Max. :21.00
## NA's :1 NA's :15 NA's :35
## yellow.cards second.yellows red.cards starting.lineup.percentage
## Min. : 1.000 Min. :1 Min. :1 Min. : 0.00
## 1st Qu.: 2.000 1st Qu.:1 1st Qu.:1 1st Qu.: 71.00
## Median : 3.000 Median :1 Median :1 Median : 82.00
## Mean : 3.636 Mean :1 Mean :1 Mean : 79.27
## 3rd Qu.: 5.000 3rd Qu.:1 3rd Qu.:1 3rd Qu.: 91.00
## Max. :11.000 Max. :1 Max. :1 Max. :100.00
## NA's :44 NA's :236 NA's :229
## minutes.played.percentage goal.participation.percentage
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 68.00 1st Qu.:28.00
## Median : 78.00 Median :37.00
## Mean : 76.52 Mean :35.73
## 3rd Qu.: 88.00 3rd Qu.:45.00
## Max. :100.00 Max. :80.00
## ggplot(player,aes(x=appearances))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("appearances")## Warning: Removed 1 rows containing non-finite values (stat_bin).
ggplot(player,aes(x=goals))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goals")## Warning: Removed 15 rows containing non-finite values (stat_bin).
ggplot(player,aes(x=assists))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("assists")## Warning: Removed 35 rows containing non-finite values (stat_bin).
ggplot(player,aes(x=yellow.cards))+geom_histogram(bins = 11) + theme_classic()+ ggtitle("yellow.cards")## Warning: Removed 44 rows containing non-finite values (stat_bin).
ggplot(player,aes(x=second.yellows))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("second.yellows")## Warning: Removed 236 rows containing non-finite values (stat_bin).
ggplot(player,aes(x=red.cards))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("red.cards")## Warning: Removed 229 rows containing non-finite values (stat_bin).
ggplot(player,aes(x=starting.lineup.percentage))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("starting.lineup.percentage")
ggplot(player,aes(x=minutes.played.percentage))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("minutes.played.percentage")
ggplot(player,aes(x=goal.participation.percentage))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goal.participation.percentage")
Clustering
dist_player_clean <- dist(player[,-c(1,2,3,4,5)], method = 'euclidian')
hc_player_clean <- hclust(dist_player_clean, method = 'complete')plot(hc_player_clean, hang = -0.1)
hc_cluster_id_player <- cutree(hc_player_clean, k = 2)sil_hc_player <- cluster::silhouette(hc_cluster_id_player, dist_player_clean)plot(sil_hc_player, border = 'grey')
dist_fifa_clean <- dist(fifa[,-c(7,8,9,10,11,12,13,14,15,16,57)], method = 'euclidian')
hc_fifa_clean <- hclust(dist_fifa_clean, method = 'complete')plot(hc_fifa_clean, hang = -0.1)
hc_cluster_id_fifa <- cutree(hc_fifa_clean, k = 2)sil_hc_fifa <- cluster::silhouette(hc_cluster_id_fifa, dist_fifa_clean)plot(sil_hc_fifa, border = 'grey')